{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import json\n",
    "import os\n",
    "\n",
    "DIR_NAME = './flow_routes_repetition_degree/'\n",
    "BAR_WIDTH = 0.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stderr",
     "text": [
      "C:\\Users\\Lztao\\workspace\\pycharm_workspace\\tsn\\envs\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n  \"\"\"\n"
     ],
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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OnHHGGdx5551VgeHFF1+sOvfkk0+yZs0a1q9fz2OPPUavXr04/fTTeeSRR1i5ciVQ+YzQ66+/DkCLFi0+crsbQKtWrXjvvfd2+h1mzpxJmzZtdrritU2PHj145plnWLZsGQAffPABS5cu5ZhjjuEvf/kLf/7znwFqBKeTTz6Zhx56CKhcLdv2HFdd3+vtt99m69atnHfeeXz3u99l/vz59aptV7liJEmSpKbVTLbXBpg0aRIjRozggw8+4Mgjj+See+4BYPz48QCMGDGiRv8rrriCESNG0KVLFwoLC5k4cWKNVZb6+M53vsPVV19NUVERKSU6dOhQta31ySefzCWXXMKyZcu48MILKSkpAeDmm2+mtLSUrVu30qJFC8aNG0f79u0ZPnw4RUVFdOvWrcZzRkVFRRQWFnLCCScwdOhQunbtWnVu9OjRDBs2jKKiIvbdd18mTZpU79rbtm3LxIkTGTRoEBs3bqyq7eijj+auu+5iwIABtGnThpNPPpmXXnoJqHymadCgQTz44IP07t2bQw89lFatWtGmTZtav9c+++zDsGHD2Lp1K0CDrZRtL3Z3+a85KikpSWVlZU1dBgAdRv62qUuQtAsqxg5o6hIkKTOWLFlC586dm7qMZm/ixImUlZXx4x//uKlLaVAbN26koKCAwsJCnn32Wb7xjW9QXl6el2vV9m8tIuallEq27+uKkSRJkqRGs3z5cs4//3y2bt3KXnvtxd13393UJQEGI0mSJKlZGjp0KEOHDm3qMhrcUUcdVeM5qubCzRckSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmufmCJEmSmlSXSV0adL6FQxY26Hy7a9CgQSxatIhhw4ZxzTXXNMo1b7nlFr797W9XHX/hC19gzpw5VFRUMGfOHC688EIAysrKuPfee7njjjsa9Pqf5C3GXTGSJEmSGthbb73FnDlzWLBgwQ5D0ebNmxv0urfcckuN4zlz5gBQUVHBAw88UNVeUlLS4KGoIaWUql7o2lgMRpIkScqUiooKOnfuzGWXXcZxxx1HaWkp69evB6C8vJwePXpQVFTEueeeyzvvvLPDuTZs2MCwYcPo0qULXbt25amnngKgtLSUlStXUlxczKxZs2qMGTp0KNdeey2nnXYa119/PevWrePSSy+le/fudO3alV/96ldA5erL2WefTf/+/enUqRNjxoypmuP+++/npJNOori4mMsvv5wtW7YwcuRI1q9fT3FxMRdddBEA+++/PwAjR45k1qxZFBcXc/vttzNz5kzOPPNMANasWcM555xDUVERPXr0YMGCBQCMHj2aSy+9lD59+nDkkUfWGaTuuecejj76aHr37s0zzzxT1b5q1SrOO+88unfvTvfu3avOrVq1in79+tGtWzcuv/xy2rdvz9tvv13193LFFVfQrVs3/vrXvzJ9+nR69uxJt27dGDhwIO+//z4A8+bNo3fv3px44omcccYZvPnmmzv7a98pg5EkSZIy59VXX+XKK69k0aJFHHTQQUydOhWAwYMH84Mf/IAFCxbQpUuXGmGkNuPGjQNg4cKFTJkyhSFDhrBhwwamTZvG5z73OcrLyznllFM+Mm7p0qXMmDGDH/3oR3zve9+jb9++zJ07l6eeeorrrruOdevWAfDCCy8wefJkysvLefjhhykrK2PJkiU8+OCDPPPMM5SXl1NQUMDkyZMZO3Ys++yzD+Xl5UyePLnG9caOHcspp5xCeXn5R1awRo0aRdeuXVmwYAG33HILgwcPrjr38ssv88QTT/DCCy8wZswYNm3aVGPsm2++yahRo3jmmWd48sknWbx4cdW5f/u3f+Oaa65h7ty5TJ06la9//esAjBkzhr59+zJ//nzOPfdcli9fXjXmlVdeYfDgwbz44ovst99+3HzzzcyYMYP58+dTUlLCbbfdxqZNm7jqqqt45JFHmDdvHpdeein/8R//scO/p/rwGSNJkiRlTseOHSkuLgbgxBNPpKKigrVr1/Luu+/Su3dvAIYMGcLAgQN3OM/s2bO56qqrADjmmGNo3749S5cu5YADDtjhuIEDB1JQUADA9OnTmTZtGrfeeitQuQq1LSz069ePgw8+GIAvf/nLzJ49m8LCQubNm0f37t0BWL9+PYcccsju/BqqvsO2YNi3b19Wr17N2rVrARgwYAAtW7akZcuWHHLIIfz973+nXbt2VWOff/55+vTpQ9u2bQH46le/ytKlSwGYMWNGjaD0j3/8g/fee4/Zs2fz6KOPAtC/f39at25d1ad9+/b06NEDgOeee47FixfTq1cvAD788EN69uzJK6+8wksvvUS/fv0A2LJlC4ceeuhuf/9tDEaSJEnKnJYtW1Z9LigoqLqVblellHZr3H777VdjjqlTp9KpU6cafZ5//nkiokZbRJBSYsiQIXz/+9/frWtvr7bvsO262/+eansmavsat9m6dSvPPvss++yzz06vt832v5d+/foxZcqUGn0WLlzIcccdx7PPPlvnPLvDW+kkSZIk4MADD6R169ZVzwTdd999VatHdTn11FOrbltbunQpy5cv/0jA2ZkzzjiDO++8syowvPjii1XnnnzySdasWcP69et57LHH6NWrF6effjqPPPIIK1euBCqfEXr99dcBaNGixUdudwNo1aoV77333k6/w8yZM2nTps1OV7y2+fznP8/MmTNZvXo1mzZt4uGHH646V1paWmN3uvLycgBOPvlkHnroIaBytayu57h69OjBM888w7JlywD44IMPWLp0KZ06dWLVqlVVwWjTpk0sWrSoXvXuiCtGkiRJalLNZXttgEmTJjFixAg++OADjjzySO655x4Axo8fD8CIESNq9L/iiisYMWIEXbp0obCwkIkTJ9ZYZamP73znO1x99dUUFRWRUqJDhw785je/ASpDxCWXXMKyZcu48MILKSkpAeDmm2+mtLSUrVu30qJFC8aNG0f79u0ZPnw4RUVFdOvWrcZzRkVFRRQWFnLCCScwdOhQunbtWnVu9OjRDBs2jKKiIvbdd18mTZpU79oPPfRQRo8eTc+ePTn00EPp1q0bW7ZsAeCOO+7gyiuvpKioiM2bN3Pqqacyfvx4Ro0axaBBg3jwwQfp3bs3hx56KK1ataraWGGbtm3bMnHiRAYNGsTGjRurvvfRRx/NI488wre+9S3Wrl3L5s2bufrqqznuuON26fe+vdjd5b/mqKSkJJWVlTV1GQB0GPnbpi5B0i6oGDugqUuQpMxYsmQJnTt3buoymr1P8juBdmTjxo0UFBRQWFjIs88+yze+8Y2q1aSGVtu/tYiYl1Iq2b6vK0aSJEmSGs3y5cs5//zz2bp1K3vttRd33313U5cEGIwkSZKkZmno0KEMHTq0qctocEcddVSN56iaCzdfkCRJUqPbkx7nUPO0q//GDEaSJElqVHvvvTerV682HClvUkqsXr2avffeu95jvJVOkiRJjapdu3asWLGCVatWNXUp2oPtvffeNV5GuzMGI0mSJDWqFi1a0LFjx6YuQ6rBW+kkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLm5W277oiYAJwJrEwpHV/L+euAi6rV0Rlom1JaExEVwHvAFmBzSqkkX3VKkiRJUj5XjCYC/es6mVL6YUqpOKVUDNwA/DGltKZal9Ny5w1FkiRJkvIqb8EopfQ0sGanHSsNAqbkqxZJkiRJ2pEmf8YoIvalcmVparXmBEyPiHkRMXwn44dHRFlElK1atSqfpUqSJEnaQzV5MAK+BDyz3W10vVJK3YAvAldGxKl1DU4p3ZVSKkkplbRt2zbftUqSJEnaAzWHYHQB291Gl1J6I/fnSuBR4KQmqEuSJElSRjRpMIqIA4HewK+qte0XEa22fQZKgZeapkJJkiRJWZDP7bqnAH2ANhGxAhgFtABIKY3PdTsXmJ5SWldt6GeARyNiW30PpJR+l686JUmSJClvwSilNKgefSZSua139bbXgBPyU5UkSZIkfVRzeMZIkiRJkpqUwUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5uUtGEXEhIhYGREv1XG+T0SsjYjy3M+N1c71j4hXImJZRIzMV42SJEmSBPldMZoI9N9Jn1kppeLcz00AEVEAjAO+CBwLDIqIY/NYpyRJkqSMy1swSik9DazZjaEnActSSq+llD4EfgGc3aDFSZIkSVI1Tf2MUc+I+FNE/E9EHJdrOwz4a7U+K3JttYqI4RFRFhFlq1atymetkiRJkvZQTRmM5gPtU0onAHcCj+Xao5a+qa5JUkp3pZRKUkolbdu2zUOZkiRJkvZ0TRaMUkr/SCm9n/v8ONAiItpQuUJ0eLWu7YA3mqBESZIkSRnRZMEoIv5XRETu80m5WlYDc4GjIqJjROwFXABMa6o6JUmSJO35CvM1cURMAfoAbSJiBTAKaAGQUhoPfAX4RkRsBtYDF6SUErA5Ir4JPAEUABNSSovyVackSZIk5S0YpZQG7eT8j4Ef13HuceDxfNQlSZIkSdtr6l3pJEmSJKnJGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZV7eglFETIiIlRHxUh3nL4qIBbmfORFxQrVzFRGxMCLKI6IsXzVKkiRJEuR3xWgi0H8H5/8C9E4pFQHfBe7a7vxpKaXilFJJnuqTJEmSJAAK8zVxSunpiOiwg/Nzqh0+B7TLVy2SJEmStCPN5RmjrwH/U+04AdMjYl5EDN/RwIgYHhFlEVG2atWqvBYpSZIkac+UtxWj+oqI06gMRidXa+6VUnojIg4BnoyIl1NKT9c2PqV0F7nb8EpKSlLeC5YkSZK0x2nSFaOIKAL+L3B2Smn1tvaU0hu5P1cCjwInNU2FkiRJkrKgyYJRRBwB/BK4JKW0tFr7fhHRattnoBSodWc7SZIkSWoIebuVLiKmAH2ANhGxAhgFtABIKY0HbgQOBn4SEQCbczvQfQZ4NNdWCDyQUvpdvuqUJEmSpHzuSjdoJ+e/Dny9lvbXgBM+OkKSJEmS8qO57EonSZIkSU3GYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp83YajCLi9/VpkyRJkqRPqsK6TkTE3sC+QJuIaA1E7tQBwGcboTZJkiRJahR1BiPgcuBqKkPQPP4ZjP4BjMtzXZIkSZLUaOoMRiml/wb+OyKuSind2Yg1SZIkSVKj2tGKEQAppTsj4gtAh+r9U0r35rEuSZIkSWo0Ow1GEXEf8DmgHNiSa06AwUiSJEnSHmGnwQgoAY5NKaV8FyNJkiRJTaE+7zF6Cfhf+S5EkiRJkppKfVaM2gCLI+IFYOO2xpTSWXmrSpIkSZIaUX2C0eh8FyFJkiRJTak+u9L9sTEKkSRJkqSmUp9d6W1Dpg8AABE1SURBVN6jchc6gL2AFsC6lNIB+SxMkiRJkhpLfVaMWlU/johzgJPyVpEkSZIkNbL67EpXQ0rpMaBvHmqRJEmSpCZRn1vpvlzt8FNUvtfIdxpJkiRJ2mPUZ1e6L1X7vBmoAM7OSzWSJEmS1ATq84zRsMYoRJIkSZKayk6fMYqIdhHxaESsjIi/R8TUiGjXGMVJkiRJUmOoz+YL9wDTgM8ChwG/zrVJkiRJ0h6hPsGobUrpnpTS5tzPRKBtnuuSJEmSpEZTn2D0dkRcHBEFuZ+LgdX5LkySJEmSGkt9gtGlwPnAW8CbwFdybZIkSZK0R6jPrnTLgbMaoRZJkiRJahL12ZWuY0TcFhG/jIhp237qM3lETMjtZvdSHecjIu6IiGURsSAiulU7NyQiXs39DKn/V5IkSZKkXVOfF7w+Bvycyt3otu7i/BOBHwP31nH+i8BRuZ/PAz8FPh8RnwZGASVAAuZFxLSU0ju7eH1JkiRJ2qn6BKMNKaU7dmfylNLTEdFhB13OBu5NKSXguYg4KCIOBfoAT6aU1gBExJNAf2DK7tQhSZIkSTtSn2D03xExCpgObNzWmFKa3wDXPwz4a7XjFbm2uto/IiKGA8MBjjjiiAYoSZIkSVLW1CcYdQEuAfryz1vpUu7444pa2tIO2j/amNJdwF0AJSUltfaRJEmSpB2pTzA6FzgypfRhHq6/Aji82nE74I1ce5/t2mfm4fqSJEmSVK/3GP0JOChP158GDM7tTtcDWJtSehN4AiiNiNYR0RoozbVJkiRJUoOrz4rRZ4CXI2Iu/3zGKKWUzt7ZwIiYQuXKT5uIWEHlTnMtchOMBx4H/jewDPgAGJY7tyYivgvMzU1107aNGCRJkiSpodUnGI2q9jmAk4FB9Zk8pbTDfrnd6K6s49wEYEJ9riNJkiRJH8dOb6VLKf0RWAsMoPK9RKcD4/NbliRJkiQ1njpXjCLiaOACKleHVgMPApFSOq2RapMkSZKkRrGjW+leBmYBX0opLQOIiGsapSpJkiRJakQ7upXuPOAt4KmIuDsiTqf29wtJkiRJ0idancEopfRoSumrwDFUvkPoGuAzEfHTiChtpPokSZIkKe/qs/nCupTS5JTSmVS+aLUcGJn3yiRJkiSpkdTnBa9VUkprUko/Syn1zVdBkiRJktTYdikYSZIkSdKeyGAkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyL6/BKCL6R8QrEbEsIkbWcv72iCjP/SyNiHerndtS7dy0fNYpSZIkKdsK8zVxRBQA44B+wApgbkRMSykt3tYnpXRNtf5XAV2rTbE+pVScr/okSZIkaZt8rhidBCxLKb2WUvoQ+AVw9g76DwKm5LEeSZIkSapVPoPRYcBfqx2vyLV9RES0BzoCf6jWvHdElEXEcxFxTl0XiYjhuX5lq1ataoi6JUmSJGVMPoNR1NKW6uh7AfBISmlLtbYjUkolwIXAf0XE52obmFK6K6VUklIqadu27cerWJIkSVIm5TMYrQAOr3bcDnijjr4XsN1tdCmlN3J/vgbMpObzR5IkSZLUYPIZjOYCR0VEx4jYi8rw85Hd5SKiE9AaeLZaW+uIaJn73AboBSzefqwkSZIkNYS87UqXUtocEd8EngAKgAkppUURcRNQllLaFpIGAb9IKVW/za4z8LOI2EpleBtbfTc7SZIkSWpIeQtGACmlx4HHt2u7cbvj0bWMmwN0yWdtkiRJkrRNXl/wKkmSJEmfBAYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZmX12AUEf0j4pWIWBYRI2s5PzQiVkVEee7n69XODYmIV3M/Q/JZpyRJkqRsK8zXxBFRAIwD+gErgLkRMS2ltHi7rg+mlL653dhPA6OAEiAB83Jj38lXvZIkSZKyK58rRicBy1JKr6WUPgR+AZxdz7FnAE+mlNbkwtCTQP881SlJkiQp4/IZjA4D/lrteEWubXvnRcSCiHgkIg7fxbFExPCIKIuIslWrVjVE3ZIkSZIyJp/BKGppS9sd/xrokFIqAmYAk3ZhbGVjSnellEpSSiVt27bd7WIlSZIkZVc+g9EK4PBqx+2AN6p3SCmtTiltzB3eDZxY37GSJEmS1FDyGYzmAkdFRMeI2Au4AJhWvUNEHFrt8CxgSe7zE0BpRLSOiNZAaa5NkiRJkhpc3nalSyltjohvUhloCoAJKaVFEXETUJZSmgZ8KyLOAjYDa4ChubFrIuK7VIYrgJtSSmvyVaskSZKkbMtbMAJIKT0OPL5d243VPt8A3FDH2AnAhHzWJ0mSJEmQ5xe8SpIkSdIngcFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUublNRhFRP+IeCUilkXEyFrOXxsRiyNiQUT8PiLaVzu3JSLKcz/T8lmnJEmSpGwrzNfEEVEAjAP6ASuAuRExLaW0uFq3F4GSlNIHEfEN4D+Br+bOrU8pFeerPkmSJEnaJp8rRicBy1JKr6WUPgR+AZxdvUNK6amU0ge5w+eAdnmsR5IkSZJqlc9gdBjw12rHK3Jtdfka8D/VjveOiLKIeC4izslHgZIkSZIEebyVDoha2lKtHSMuBkqA3tWaj0gpvRERRwJ/iIiFKaU/1zJ2ODAc4Igjjvj4VUuSJEnKnHyuGK0ADq923A54Y/tOEfGvwH8AZ6WUNm5rTym9kfvzNWAm0LW2i6SU7koplaSUStq2bdtw1UuSJEnKjHwGo7nAURHRMSL2Ai4AauwuFxFdgZ9RGYpWVmtvHREtc5/bAL2A6ps2SJIkSVKDydutdCmlzRHxTeAJoACYkFJaFBE3AWUppWnAD4H9gYcjAmB5SuksoDPws4jYSmV4G7vdbnaSJEmS1GDy+YwRKaXHgce3a7ux2ud/rWPcHKBLPmuTJEmSpG3y+oJXSZIkSfokMBhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMy2swioj+EfFKRCyLiJG1nG8ZEQ/mzj8fER2qnbsh1/5KRJyRzzolSZIkZVveglFEFADjgC8CxwKDIuLY7bp9DXgnpfQvwO3AD3JjjwUuAI4D+gM/yc0nSZIkSQ0unytGJwHLUkqvpZQ+BH4BnL1dn7OBSbnPjwCnR0Tk2n+RUtqYUvoLsCw3nyRJkiQ1uMI8zn0Y8NdqxyuAz9fVJ6W0OSLWAgfn2p/bbuxhtV0kIoYDw3OH70fEKx+/dElZEz9o6gokSUAb4O2mLkJ7vPa1NeYzGEUtbamefeoztrIxpbuAu3atNEmSJDU3EVGWUipp6jqUTfm8lW4FcHi143bAG3X1iYhC4EBgTT3HSpIkSVKDyGcwmgscFREdI2IvKjdTmLZdn2nAkNznrwB/SCmlXPsFuV3rOgJHAS/ksVZJkiRJGZa3W+lyzwx9E3gCKAAmpJQWRcRNQFlKaRrwc+C+iFhG5UrRBbmxiyLiIWAxsBm4MqW0JV+1SpIkqVnw8Qg1mahcoJEkSZKk7MrrC14lSZIk6ZPAYCRJkiQp8wxGkiRJanQRMSEiVkbES9XaiiPiuYgoj4iyiDipKWtUthiMJEmS1BQmAv23a/tPYExKqRi4MXcsNQqDkSRJkhpdSulpKnclrtEMHJD7fCC+x1KNKG/bdUuSJEm76GrgiYi4lcr/A/8LTVyPMsQVI0mSJDUX3wCuSSkdDlxD5TsvpUbhe4wkSZLUJCKiA/CblNLxueO1wEEppRQRAaxNKR2wgymkBuOKkSRJkpqLN4Deuc99gVebsBZljCtGkiRJanQRMQXoA7QB/g6MAl4B/pvK5+A3AFeklOY1VY3KFoORJEmSpMzzVjpJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiQ1uYh4v5a2ERExeAdj+kTEF/JbmSQpKwqbugBJkmqTUhq/ky59gPeBOfmsIyIKUkpb8nkNSVLTc8VIktQsRcToiPj33OdvRcTiiFgQEb+IiA7ACOCaiCiPiFMiom1ETI2IubmfXtXmmRARMyPitYj4VrVrXBwRL+Tm+FlEFOTa34+ImyLieaBnRIytdv1bG/2XIUnKO1eMJEmfBCOBjimljRFxUErp3YgYD7yfUroVICIeAG5PKc2OiCOAJ4DOufHHAKcBrYBXIuKnwL8AXwV6pZQ2RcRPgIuAe4H9gJdSSjdGxKeBnwPHpJRSRBzUeF9bktRYDEaSpE+CBcDkiHgMeKyOPv8KHBsR244PiIhWuc+/TSltBDZGxErgM8DpwInA3NyYfYCVuf5bgKm5z/8ANgD/NyJ+C/ymwb6VJKnZMBhJkj4JBgCnAmcB34mI42rp8ymgZ0ppffXGXOjZWK1pC5X//QtgUkrphlrm2rDtuaKU0uaIOInKIHUB8E2g78f7OpKk5sZnjCRJzVpEfAo4PKX0FPB/gIOA/YH3qLw1bpvpVIaWbeOKdzL174GvRMQhuf6fjoj2tVx/f+DAlNLjwNXAzuaVJH0CuWIkSWoO9o2IFdWOb6v2uQC4PyIOpHKV5/bcM0a/Bh6JiLOBq4BvAeMiYgGV/317msoNGmqVUlocEf8/MD0XvjYBVwKvb9e1FfCriNg7d/1rPs4XlSQ1T5FSauoaJEmSJKlJeSudJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMz7f7pOj1Wt3R/mAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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/Vh9vpZMkSZKAgw8+mNatW1c9E3TvvfdWrR7V5dRTT626bW3ZsmWsWLHiQwFnV8444wzuuOOOqsDwwgsvVJ174oknWLt2LRs2bODRRx+lV69enH766Tz88MOsWrUKqHxG6LXXXgOgRYsWH7rdDaBVq1a8++67u/wOM2fOpE2bNrtc8dquR48ePP300yxfvhyA9evXs2zZMo499lheffVV/vKXvwDsEJxOPvlkHnzwQaBytWz7c1x1fa+33nqLbdu2cd555/Gd73yH+fPn16u23eWKkSRJkppWM9leG2DSpEmMGDGC9evXc9RRR3H33XcDMH78eABGjBixQ/8rrriCESNG0KVLFwoLC5k4ceIOqyz18a1vfYtrrrmGoqIiUkp06NChalvrk08+mUsuuYTly5dz4YUXUlJSAsDNN99MaWkp27Zto0WLFowbN4727dszfPhwioqK6Nat2w7PGRUVFVFYWMgJJ5zA0KFD6dq1a9W50aNHM2zYMIqKith///2ZNGlSvWtv27YtEydOZNCgQWzatKmqtmOOOYY777yTAQMG0KZNG04++WQWLVoEVD7TNGjQIB544AF69+7N4YcfTqtWrWjTpk2t32u//fZj2LBhbNu2DaDBVspqij1d/muOSkpKUllZWVOXAUCHkb9r6hIk7YaKsQOaugRJyoylS5fSuXPnpi6j2Zs4cSJlZWX85Cc/aepSGtSmTZsoKCigsLCQZ555hq9//euUl5fn5Vq1/V2LiHkppZKafV0xkiRJktRoVqxYwfnnn8+2bdvYZ599uOuuu5q6JMBgJEmSJDVLQ4cOZejQoU1dRoM7+uijd3iOqrlw8wVJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5br4gSZKkJtVlUpcGnW/hkIUNOt+eGjRoEIsXL2bYsGFce+21jXLNW265hW9+85tVx1/4wheYM2cOFRUVzJkzhwsvvBCAsrIy7rnnHm6//fYGvf7HeYtxV4wkSZKkBvbmm28yZ84cFixYsNNQtGXLlga97i233LLD8Zw5cwCoqKjg/vvvr2ovKSlp8FDUkFJKVS90bSwGI0mSJGVKRUUFnTt35rLLLuO4446jtLSUDRs2AFBeXk6PHj0oKiri3HPP5e23397pXBs3bmTYsGF06dKFrl278uSTTwJQWlrKqlWrKC4uZtasWTuMGTp0KNdddx2nnXYaN9xwA++//z6XXnop3bt3p2vXrvz6178GKldfzj77bPr370+nTp0YM2ZM1Rz33XcfJ510EsXFxVx++eVs3bqVkSNHsmHDBoqLi7nooosAOPDAAwEYOXIks2bNori4mNtuu42ZM2dy5plnArB27VrOOeccioqK6NGjBwsWLABg9OjRXHrppfTp04ejjjqqziB19913c8wxx9C7d2+efvrpqvbVq1dz3nnn0b17d7p37151bvXq1fTr149u3bpx+eWX0759e956662qP5crrriCbt268de//pXp06fTs2dPunXrxsCBA3nvvfcAmDdvHr179+bEE0/kjDPO4I033tjVH/suGYwkSZKUOS+//DJXXnklixcv5pBDDmHq1KkADB48mO9///ssWLCALl267BBGajNu3DgAFi5cyJQpUxgyZAgbN25k2rRpfPazn6W8vJxTTjnlQ+OWLVvGjBkz+OEPf8h3v/td+vbty9y5c3nyySe5/vrref/99wF4/vnnmTx5MuXl5Tz00EOUlZWxdOlSHnjgAZ5++mnKy8spKChg8uTJjB07lv3224/y8nImT568w/XGjh3LKaecQnl5+YdWsEaNGkXXrl1ZsGABt9xyC4MHD6469+KLL/L444/z/PPPM2bMGDZv3rzD2DfeeINRo0bx9NNP88QTT7BkyZKqc//2b//Gtddey9y5c5k6dSpf+9rXABgzZgx9+/Zl/vz5nHvuuaxYsaJqzEsvvcTgwYN54YUXOOCAA7j55puZMWMG8+fPp6SkhB/96Eds3ryZq6++mocffph58+Zx6aWX8h//8R87/XOqD58xkiRJUuZ07NiR4uJiAE488UQqKipYt24d77zzDr179wZgyJAhDBw4cKfzzJ49m6uvvhqAY489lvbt27Ns2TIOOuignY4bOHAgBQUFAEyfPp1p06Zx6623ApWrUNvDQr9+/Tj00EMB+PKXv8zs2bMpLCxk3rx5dO/eHYANGzZw2GGH7cmvoeo7bA+Gffv2Zc2aNaxbtw6AAQMG0LJlS1q2bMlhhx3G3//+d9q1a1c19rnnnqNPnz60bdsWgK985SssW7YMgBkzZuwQlP7xj3/w7rvvMnv2bB555BEA+vfvT+vWrav6tG/fnh49egDw7LPPsmTJEnr16gXABx98QM+ePXnppZdYtGgR/fr1A2Dr1q0cfvjhe/z9tzMYSZIkKXNatmxZ9bmgoKDqVrrdlVLao3EHHHDADnNMnTqVTp067dDnueeeIyJ2aIsIUkoMGTKE733ve3t07Zpq+w7br1vz91TbM1E1a9xu27ZtPPPMM+y33367vN52NX8v/fr1Y8qUKTv0WbhwIccddxzPPPNMnfPsCW+lkyRJkoCDDz6Y1q1bVz0TdO+991atHtXl1FNPrbptbdmyZaxYseJDAWdXzjjjDO64446qwPDCCy9UnXviiSdYu3YtGzZs4NFHH6VXr16cfvrpPPzww6xatQqofEbotddeA6BFixYfut0NoFWrVrz77ru7/A4zZ86kTZs2u1zx2u7zn/88M2fOZM2aNWzevJmHHnqo6lxpaekOu9OVl5cDcPLJJ/Pggw8ClatldT3H1aNHD55++mmWL18OwPr161m2bBmdOnVi9erVVcFo8+bNLF68uF717owrRpIkSWpSzWV7bYBJkyYxYsQI1q9fz1FHHcXdd98NwPjx4wEYMWLEDv2vuOIKRowYQZcuXSgsLGTixIk7rLLUx7e+9S2uueYaioqKSCnRoUMHfvvb3wKVIeKSSy5h+fLlXHjhhZSUlABw8803U1payrZt22jRogXjxo2jffv2DB8+nKKiIrp167bDc0ZFRUUUFhZywgknMHToULp27Vp1bvTo0QwbNoyioiL2339/Jk2aVO/aDz/8cEaPHk3Pnj05/PDD6datG1u3bgXg9ttv58orr6SoqIgtW7Zw6qmnMn78eEaNGsWgQYN44IEH6N27N4cffjitWrWq2lhhu7Zt2zJx4kQGDRrEpk2bqr73Mcccw8MPP8w3vvEN1q1bx5YtW7jmmms47rjjduv3XlPs6fJfc1RSUpLKysqaugwAOoz8XVOXIGk3VIwd0NQlSFJmLF26lM6dOzd1Gc3ex/mdQDuzadMmCgoKKCws5JlnnuHrX/961WpSQ6vt71pEzEspldTs64qRJEmSpEazYsUKzj//fLZt28Y+++zDXXfd1dQlAQYjSZIkqVkaOnQoQ4cObeoyGtzRRx+9w3NUzYWbL0iSJKnR7U2Pc6h52t2/YwYjSZIkNap9992XNWvWGI6UNykl1qxZw7777lvvMd5KJ0mSpEbVrl07Vq5cyerVq5u6FO3F9t133x1eRrsrBiNJkiQ1qhYtWtCxY8emLkPagbfSSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzMvbdt0RMQE4E1iVUjq+lvPXAxdVq6Mz0DaltDYiKoB3ga3AlpRSSb7qlCRJkqR8rhhNBPrXdTKl9IOUUnFKqRi4EfhTSmlttS6n5c4biiRJkiTlVd6CUUrpKWDtLjtWGgRMyVctkiRJkrQzTf6MUUTsT+XK0tRqzQmYHhHzImL4LsYPj4iyiChbvXp1PkuVJEmStJdq8mAEfAl4usZtdL1SSt2ALwJXRsSpdQ1OKd2ZUipJKZW0bds237VKkiRJ2gs1h2B0ATVuo0spvZ777yrgEeCkJqhLkiRJUkY0aTCKiIOB3sCvq7UdEBGttn8GSoFFTVOhJEmSpCzI53bdU4A+QJuIWAmMAloApJTG57qdC0xPKb1fbeingEciYnt996eUfp+vOiVJkiQpb8EopTSoHn0mUrmtd/W2V4AT8lOVJEmSJH1Yc3jGSJIkSZKalMFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUublLRhFxISIWBURi+o43yci1kVEee7n29XO9Y+IlyJieUSMzFeNkiRJkgT5XTGaCPTfRZ9ZKaXi3M9NABFRAIwDvgh8DhgUEZ/LY52SJEmSMi5vwSil9BSwdg+GngQsTym9klL6APglcHaDFidJkiRJ1TT1M0Y9I+LPEfHfEXFcru0I4K/V+qzMtdUqIoZHRFlElK1evTqftUqSJEnaSzVlMJoPtE8pnQDcATyaa49a+qa6Jkkp3ZlSKkkplbRt2zYPZUqSJEna2zVZMEop/SOl9F7u82NAi4hoQ+UK0WeqdW0HvN4EJUqSJEnKiCYLRhHxPyIicp9PytWyBpgLHB0RHSNiH+ACYFpT1SlJkiRp71eYr4kjYgrQB2gTESuBUUALgJTSeOBfga9HxBZgA3BBSikBWyLiKuBxoACYkFJanK86JUmSJClvwSilNGgX538C/KSOc48Bj+WjLkmSJEmqqal3pZMkSZKkJmcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5eQtGETEhIlZFxKI6zl8UEQtyP3Mi4oRq5yoiYmFElEdEWb5qlCRJkiTI74rRRKD/Ts6/CvROKRUB3wHurHH+tJRScUqpJE/1SZIkSRIAhfmaOKX0VER02Mn5OdUOnwXa5asWSZIkSdqZ5vKM0VeB/652nIDpETEvIobvbGBEDI+IsogoW716dV6LlCRJkrR3ytuKUX1FxGlUBqOTqzX3Sim9HhGHAU9ExIsppadqG59SupPcbXglJSUp7wVLkiRJ2us06YpRRBQB/w84O6W0Znt7Sun13H9XAY8AJzVNhZIkSZKyoMmCUUQcCfwKuCSltKxa+wER0Wr7Z6AUqHVnO0mSJElqCHm7lS4ipgB9gDYRsRIYBbQASCmNB74NHAr8NCIAtuR2oPsU8EiurRC4P6X0+3zVKUmSJEn53JVu0C7Ofw34Wi3trwAnfHiEJEmSJOVHc9mVTpIkSZKajMFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUubtMhhFxB/q0yZJkiRJH1eFdZ2IiH2B/YE2EdEaiNypg4BPN0JtkiRJktQo6gxGwOXANVSGoHn8Mxj9AxiX57okSZIkqdHUGYxSSv8F/FdEXJ1SuqMRa5IkSZKkRrWzFSMAUkp3RMQXgA7V+6eU7sljXZIkSZLUaHYZjCLiXuCzQDmwNdecAIORJEmSpL3CLoMRUAJ8LqWU8l2MJEmSJDWF+rzHaBHwP/JdiCRJkiQ1lfqsGLUBlkTE8yhkuNcAABFNSURBVMCm7Y0ppbPyVpUkSZIkNaL6BKPR+S5CkiRJkppSfXal+1NjFCJJkiRJTaU+u9K9S+UudAD7AC2A91NKB+WzMEmSJElqLPVZMWpV/TgizgFOyltFkiRJktTI6rMr3Q5SSo8CffNQiyRJkiQ1ifrcSvflaoefoPK9Rr7TSJIkSdJeoz670n2p2uctQAVwdl6qkSRJkqQmUJ9njIY1RiGSJEmS1FR2+YxRRLSLiEciYlVE/D0ipkZEu8YoTpIkSZIaQ302X7gbmAZ8GjgC+E2uTZIkSZL2CvUJRm1TSnenlLbkfiYCbfNclyRJkiQ1mvoEo7ci4uKIKMj9XAysyXdhkiRJktRY6hOMLgXOB94E3gD+NdcmSZIkSXuF+uxKtwI4qxFqkSRJkqQmUZ9d6TpGxI8i4lcRMW37T30mj4gJud3sFtVxPiLi9ohYHhELIqJbtXNDIuLl3M+Q+n8lSZIkSdo99XnB66PAL6jcjW7bbs4/EfgJcE8d578IHJ37+TzwM+DzEfFJYBRQAiRgXkRMSym9vZvXlyRJkqRdqk8w2phSun1PJk8pPRURHXbS5WzgnpRSAp6NiEMi4nCgD/BESmktQEQ8AfQHpuxJHZIkSZK0M/UJRv8VEaOA6cCm7Y0ppfkNcP0jgL9WO16Za6ur/UMiYjgwHODII49sgJIkSZIkZU19glEX4BKgL/+8lS7ljj+qqKUt7aT9w40p3QncCVBSUlJrH0mSJEnamfoEo3OBo1JKH+Th+iuBz1Q7bge8nmvvU6N9Zh6uL0mSJEn1eo/Rn4FD8nT9acDg3O50PYB1KaU3gMeB0ohoHRGtgdJcmyRJkiQ1uPqsGH0KeDEi5vLPZ4xSSunsXQ2MiClUrvy0iYiVVO401yI3wXjgMeB/AcuB9cCw3Lm1EfEdYG5uqpu2b8QgSZIkSQ2tPsFoVLXPAZwMDKrP5CmlnfbL7UZ3ZR3nJgAT6nMdSZIkSfoodnkrXUrpT8A6YACV7yU6HRif37IkSZIkqfHUuWIUEccAF1C5OrQGeACIlNJpjVSbJEmSJDWKnd1K9yIwC/hSSmk5QERc2yhVSZIkSVIj2tmtdOcBbwJPRsRdEXE6tb9fSJIkSZI+1uoMRimlR1JKXwGOpfIdQtcCn4qIn0VEaSPVJ0mSJEl5V5/NF95PKU1OKZ1J5YtWy4GRea9MkiRJkhpJfV7wWiWltDal9POUUt98FSRJkiRJjW23gpEkSZIk7Y0MRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfPyGowion9EvBQRyyNiZC3nb4uI8tzPsoh4p9q5rdXOTctnnZIkSZKyrTBfE0dEATAO6AesBOZGxLSU0pLtfVJK11brfzXQtdoUG1JKxfmqT5IkSZK2y+eK0UnA8pTSKymlD4BfAmfvpP8gYEoe65EkSZKkWuUzGB0B/LXa8cpc24dERHugI/DHas37RkRZRDwbEefUdZGIGJ7rV7Z69eqGqFuSJElSxuQzGEUtbamOvhcAD6eUtlZrOzKlVAJcCPw4Ij5b28CU0p0ppZKUUknbtm0/WsWSJEmSMimfwWgl8Jlqx+2A1+voewE1bqNLKb2e++8rwEx2fP5IkiRJkhpMPoPRXODoiOgYEftQGX4+tLtcRHQCWgPPVGtrHREtc5/bAL2AJTXHSpIkSVJDyNuudCmlLRFxFfA4UABMSCktjoibgLKU0vaQNAj4ZUqp+m12nYGfR8Q2KsPb2Oq72UmSJElSQ8pbMAJIKT0GPFaj7ds1jkfXMm4O0CWftUmSJEnSdnl9waskSZIkfRwYjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlXl6DUUT0j4iXImJ5RIys5fzQiFgdEeW5n69VOzckIl7O/QzJZ52SJEmSsq0wXxNHRAEwDugHrATmRsS0lNKSGl0fSCldVWPsJ4FRQAmQgHm5sW/nq15JkiRJ2ZXPFaOTgOUppVdSSh8AvwTOrufYM4AnUkprc2HoCaB/nuqUJEmSlHH5DEZHAH+tdrwy11bTeRGxICIejojP7OZYImJ4RJRFRNnq1asbom5JkiRJGZPPYBS1tKUax78BOqSUioAZwKTdGFvZmNKdKaWSlFJJ27Zt97hYSZIkSdmVz2C0EvhMteN2wOvVO6SU1qSUNuUO7wJOrO9YSZIkSWoo+QxGc4GjI6JjROwDXABMq94hIg6vdngWsDT3+XGgNCJaR0RroDTXJkmSJEkNLm+70qWUtkTEVVQGmgJgQkppcUTcBJSllKYB34iIs4AtwFpgaG7s2oj4DpXhCuCmlNLafNUqSZIkKdvyFowAUkqPAY/VaPt2tc83AjfWMXYCMCGf9UmSJEkS5PkFr5IkSZL0cWAwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5eQ1GEdE/Il6KiOURMbKW89dFxJKIWBARf4iI9tXObY2I8tzPtHzWKUmSJCnbCvM1cUQUAOOAfsBKYG5ETEspLanW7QWgJKW0PiK+Dvwn8JXcuQ0ppeJ81SdJkiRJ2+VzxegkYHlK6ZWU0gfAL4Gzq3dIKT2ZUlqfO3wWaJfHeiRJkiSpVvkMRkcAf612vDLXVpevAv9d7XjfiCiLiGcj4px8FChJkiRJkMdb6YCopS3V2jHiYqAE6F2t+ciU0usRcRTwx4hYmFL6Sy1jhwPDAY488siPXrUkSZKkzMnnitFK4DPVjtsBr9fsFBH/AvwHcFZKadP29pTS67n/vgLMBLrWdpGU0p0ppZKUUknbtm0brnpJkiRJmZHPYDQXODoiOkbEPsAFwA67y0VEV+DnVIaiVdXaW0dEy9znNkAvoPqmDZIkSZLUYPJ2K11KaUtEXAU8DhQAE1JKiyPiJqAspTQN+AFwIPBQRACsSCmdBXQGfh4R26gMb2Nr7GYnSZIkSQ0mn88YkVJ6DHisRtu3q33+lzrGzQG65LM2SZIkSdoury94lSRJkqSPA4ORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKvLwGo4joHxEvRcTyiBhZy/mWEfFA7vxzEdGh2rkbc+0vRcQZ+axTkiRJUrblLRhFRAEwDvgi8DlgUER8rka3rwJvp5T+J3Ab8P3c2M8BFwDHAf2Bn+bmkyRJkqQGl88Vo5OA5SmlV1JKHwC/BM6u0edsYFLu88PA6RERufZfppQ2pZReBZbn5pMkSZKkBleYx7mPAP5a7Xgl8Pm6+qSUtkTEOuDQXPuzNcYeUdtFImI4MDx3+F5EvPTRS5eUNfH9pq5AkgS0Ad5q6iK012tfW2M+g1HU0pbq2ac+YysbU7oTuHP3SpMkSVJzExFlKaWSpq5D2ZTPW+lWAp+pdtwOeL2uPhFRCBwMrK3nWEmSJElqEPkMRnOBoyOiY0TsQ+VmCtNq9JkGDMl9/lfgjymllGu/ILdrXUfgaOD5PNYqSZIkKcPyditd7pmhq4DHgQJgQkppcUTcBJSllKYBvwDujYjlVK4UXZAbuzgiHgSWAFuAK1NKW/NVqyRJkpoFH49Qk4nKBRpJkiRJyq68vuBVkiRJkj4ODEaSJEmSMs9gJEmSpEYXERMiYlVELKrW9oOIeDEiFkTEIxFxSFPWqGwxGEmSJKkpTAT612h7Ajg+pVQELANubOyilF0GI0mSJDW6lNJTVO5KXL1tekppS+7wWSrfZSk1CoORJEmSmqNLgf9u6iKUHQYjSZIkNSsR8R9UvstyclPXouzI2wteJUmSpN0VEUOAM4HTky/cVCMyGEmSJKlZiIj+wA1A75TS+qauR9kSBnFJkiQ1toiYAvQB2gB/B0ZRuQtdS2BNrtuzKaURTVKgMsdgJEmSJCnz3HxBkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJTS4i3qulbUREDN7JmD4R8YX8ViZJygpf8CpJapZSSuN30aUP8B4wJ591RERBSmlrPq8hSWp6rhhJkpqliBgdEf+e+/yNiFgSEQsi4pcR0QEYAVwbEeURcUpEtI2IqRExN/fTq9o8EyJiZkS8EhHfqHaNiyPi+dwcP4+Iglz7exFxU0Q8B/SMiLHVrn9ro/8yJEl554qRJOnjYCTQMaW0KSIOSSm9ExHjgfdSSrcCRMT9wG0ppdkRcSTwONA5N/5Y4DSgFfBSRPwM+J/AV4BeKaXNEfFT4CLgHuAAYFFK6dsR8UngF8CxKaUUEYc03teWJDUWg5Ek6eNgATA5Ih4FHq2jz78An4uI7ccHRUSr3OffpZQ2AZsiYhXwKeB04ERgbm7MfsCqXP+twNTc538AG4H/FxG/A37bYN9KktRsGIwkSR8HA4BTgbOAb0XEcbX0+QTQM6W0oXpjLvRsqta0lcp//wKYlFK6sZa5Nm5/riiltCUiTqIySF0AXAX0/WhfR5LU3PiMkSSpWYuITwCfSSk9Cfwf4BDgQOBdKm+N2246laFl+7jiXUz9B+BfI+KwXP9PRkT7Wq5/IHBwSukx4BpgV/NKkj6GXDGSJDUH+0fEymrHP6r2uQC4LyIOpnKV57bcM0a/AR6OiLOBq4FvAOMiYgGV/749ReUGDbVKKS2JiP8LTM+Fr83AlcBrNbq2An4dEfvmrn/tR/mikqTmKVJKTV2DJEmSJDUpb6WTJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHn/HwRjnoZH2QI6AAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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iRbbaaqtcfvnlGTBgQM4444y0tbVlyJAhq53X09bWlr59++bggw/O+PHjM3jw4K7nJk+enAkTJqStrS3bbrttrr766g2efbfddsvUqVMzZsyYPP/8812z7bvvvrnyyitz/PHHZ9ddd83hhx+ee++9N8nKc4jGjBmTa6+9NiNGjMgee+yR/v37Z9ddd13j+9pmm20yYcKErFixIkm6bQ/Xq5WN3W3Xm4YOHVpnzZrV6jEAWJfu/i6OTckm9I822NTNmzcvBxxwQKvH2ORNnTo1s2bNyj/+4z+2epRu9fzzz6dPnz7p27dv7rjjjnz4wx9OR0dHt29nTX/PSimza61D17S8PT0AAEC3WLhwYd73vvdlxYoVefOb35yvfvWrrR4piegBAIBeN378+IwfP77VY3S7ffbZZ7XzljYVLmQAAAA0mugBAAAaTfQAAACNJnoAAIBGcyEDAAB6zKCrB3Xr+u4Zd0+3rm9jjRkzJvfdd18mTJiQc889t1e2edFFF+WTn/xk1/13vvOdmTlzZhYsWJCZM2fmlFNOSZLMmjUr3/jGN/LlL3+5W7e/OV9m254eAAB4HR5//PHMnDkzc+fOXWfwvPTSS9263Ysuumi1+zNnzkySLFiwIN/+9re7Hh86dGi3B093qrV2fRlpbxE9AAA0xoIFC3LAAQfk9NNPz4EHHpjRo0dn2bJlSZKOjo4MHz48bW1tOemkk/L73/9+netavnx5JkyYkEGDBmXw4MG55ZZbkiSjR4/OokWL0t7enltvvXW114wfPz4f//jHc/TRR+f888/Ps88+m9NOOy3Dhg3L4MGD84Mf/CDJyr0mJ554Yo477rjst99+mTJlStc6vvWtb+Ud73hH2tvbc+aZZ+bll1/OpEmTsmzZsrS3t+eDH/xgkmT77bdPkkyaNCm33npr2tvbc+mll2bGjBk54YQTkiRPPvlk3v3ud6etrS3Dhw/P3LlzkySTJ0/OaaedlqOOOip77733WiPpqquuyr777psRI0bk9ttv73p88eLFee9735thw4Zl2LBhXc8tXrw4o0aNypAhQ3LmmWdmwIABeeKJJ7r+XM4666wMGTIk//Vf/5Wbbrophx56aIYMGZKTTz45zzzzTJJk9uzZGTFiRA455JAce+yxeeyxx9b3x75eogcAgEZ56KGH8pGPfCT33Xdfdtppp0yfPj1JMnbs2Hzuc5/L3LlzM2jQoNVCY00uv/zyJMk999yTa665JuPGjcvy5ctzww035O1vf3s6OjpyxBFHvOZ18+fPz80335wvfOEL+cxnPpORI0fm7rvvzi233JLzzjsvzz77bJLkrrvuyrRp09LR0ZHvfve7mTVrVubNm5drr702t99+ezo6OtKnT59MmzYtF198cbbZZpt0dHRk2rRpq23v4osvzhFHHJGOjo7X7Hm64IILMnjw4MydOzcXXXRRxo4d2/XcAw88kBtvvDF33XVXpkyZkhdffHG11z722GO54IILcvvtt+fHP/5x7r///q7nPvaxj+Xcc8/N3XffnenTp+ev/uqvkiRTpkzJyJEjM2fOnJx00klZuHBh12sefPDBjB07Nr/4xS+y3Xbb5cILL8zNN9+cOXPmZOjQofniF7+YF198MWeffXauu+66zJ49O6eddlr+7u/+bp1/ThvCOT0AADTKXnvtlfb29iTJIYcckgULFmTp0qV56qmnMmLEiCTJuHHjcvLJJ69zPbfddlvOPvvsJMn++++fAQMGZP78+dlhhx3W+bqTTz45ffr0SZLcdNNNueGGG3LJJZckWbn3aFUIjBo1KrvsskuS5D3veU9uu+229O3bN7Nnz86wYcOSJMuWLcvuu+++Mb+GrvewKvpGjhyZJUuWZOnSpUmS448/Pv369Uu/fv2y++6753e/+1323HPPrtfeeeedOeqoo7LbbrslSd7//vdn/vz5SZKbb755tQj6wx/+kKeffjq33XZbvv/97ydJjjvuuOy8885dywwYMCDDhw9Pkvz85z/P/fffn8MOOyxJ8sILL+TQQw/Ngw8+mHvvvTejRo1Kkrz88svZY489Nvr9ryJ6AABolH79+nXd7tOnT9fhba9XrXWjXrfddtutto7p06dnv/32W22ZO++8M6WU1R4rpaTWmnHjxuWzn/3sRm371db0HlZt99W/pzWdg/TqGVdZsWJF7rjjjmyzzTbr3d4qr/69jBo1Ktdcc81qy9xzzz058MADc8cdd6x1PRvD4W0AADTejjvumJ133rnrHJxvfvObXXt91ubII4/sOpRs/vz5Wbhw4WviZX2OPfbYXHbZZV0x8Itf/KLruR//+Md58skns2zZslx//fU57LDDcswxx+S6667LokWLkqw8J+eRRx5Jkmy11VavOQQtSfr375+nn356ve9hxowZ2XXXXde7p2qVP/uzP8uMGTOyZMmSvPjii/nud7/b9dzo0aNXu4pbR0dHkuTwww/Pd77znSQr93Kt7byp4cOH5/bbb8/DDz+cJHnuuecyf/787Lffflm8eHFX9Lz44ou57777NmjedbGnBwCAHrOpXGI6Sa6++upMnDgxzz33XPbee+9cddVVSZIrrrgiSTJx4sTVlj/rrLMyceLEDBo0KH379s3UqVNX2zuyIT71qU/lnHPOSVtbW2qtGThwYH74wx8mWRkIH/rQh/Lwww/nlFNOydChQ5MkF154YUaPHp0VK1Zkq622yuWXX54BAwbkjDPOSFtbW4YMGbLaeT1tbW3p27dvDj744IwfPz6DBw/uem7y5MmZMGFC2trasu222+bqq6/e4Nn32GOPTJ48OYceemj22GOPDBkyJC+//HKS5Mtf/nI+8pGPpK2tLS+99FKOPPLIXHHFFbngggsyZsyYXHvttRkxYkT22GOP9O/fv+siBavstttumTp1asaMGZPnn3++633vu+++ue666/LRj340S5cuzUsvvZRzzjknBx544Ov6vb9a2djddutdcSlfT3JCkkW11oM6H/ujJNcmGZhkQZL31VrXfdmMJEOHDq2zZs3qkTkB6CaTd2z1BD1n8tJWTwCbjXnz5uWAAw5o9RibvM35O2/W5fnnn0+fPn3St2/f3HHHHfnwhz/ctReoO63p71kpZXatdeialu/Jw9umJjnuVY9NSvKTWus+SX7SeR8AAGiAhQsXZtiwYTn44IPz0Y9+NF/96ldbPVKSHjy8rdb6s1LKwFc9fGKSozpvX51kRpLze2oGAADYFI0fPz7jx49v9Rjdbp999lntvKVNRW9fyOCPa62PJUnnf9d6/b1SyhmllFmllFmLFy/utQEBAHhjeur0CUg27u/XJnv1tlrrlbXWobXWoauuDQ4AwKZt6623zpIlS4QPPaLWmiVLlmTrrbd+Xa/r7au3/a6Usket9bFSyh5JFvXy9gEA6EF77rlnHn300ThSh56y9dZbr/Ylqhuit6PnhiTjklzc+d8f9PL2AQDoQVtttVX22muvVo8Bq+mxw9tKKdckuSPJfqWUR0sp/09Wxs6oUspDSUZ13gcAAOgxPXn1tjFreeqYntomAADAq22yFzIAAADoDqIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoLYmeUsq5pZT7Sin3llKuKaVs3Yo5AACA5uv16CmlvDXJR5MMrbUelKRPkg/09hwAAMCWoVWHt/VNsk0ppW+SbZP8tkVzAAAADdfr0VNr/U2SS5IsTPJYkqW11ptevVwp5YxSyqxSyqzFixf39pgAAEBDtOLwtp2TnJhkryRvSbJdKeXUVy9Xa72y1jq01jp0t9126+0xAQCAhmjF4W1/nuTXtdbFtdYXk3wvyTtbMAcAALAFaEX0LEwyvJSybSmlJDkmybwWzAEAAGwBWnFOz51JrksyJ8k9nTNc2dtzAAAAW4a+rdhorfWCJBe0YtsAAMCWpVWXrAYAAOgVogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADTaeqOnlPKTDXkMAABgU9R3bU+UUrZOsm2SXUspOycpnU/tkOQtvTAbAADAG7bW6ElyZpJzsjJwZue/o+cPSS7v4bkAAAC6xVqjp9b6pSRfKqWcXWu9rBdnAgAA6Dbr2tOTJKm1XlZKeWeSga9cvtb6jR6cCwAAoFusN3pKKd9M8vYkHUle7ny4JhE9AADAJm+90ZNkaJI/rbXW7tpoKWWnJP+c5KCsDKjTaq13dNf6AQAAVtmQ7+m5N8n/1c3b/VKSf6+17p/k4CTzunn9AAAASTZsT8+uSe4vpdyV5PlVD9Za37UxGyyl7JDkyCTjO9fzQpIXNmZdAAAA67Mh0TO5m7e5d5LFSa4qpRyclZfD/lit9dlXLlRKOSPJGUnytre9rZtHAAAAthQbcvW2n/bANockObvWemcp5UtJJiX51Ku2e2WSK5Nk6NCh3XY+EQAAsGVZ7zk9pZSnSyl/6PxZXkp5uZTyhzewzUeTPFprvbPz/nVZGUEAAADdbkP29PR/5f1SyruTvGNjN1hrfbyU8l+llP1qrQ8mOSbJ/Ru7PgAAgHXZkHN6VlNrvb6UMukNbvfsJNNKKW9O8qskE97g+gAAANZoQ76c9D2vuPumrPzenjd0jk2ttaNzPQAAAD1qQ/b0/OUrbr+UZEGSE3tkGgAAgG62Ief0OPQMAADYbG3I1dv2LKV8v5SyqJTyu1LK9FLKnr0xHAAAwBu13uhJclWSG5K8Jclbk/xr52MAAACbvA2Jnt1qrVfVWl/q/JmaZLcengsAAKBbbEj0PFFKObWU0qfz59QkS3p6MAAAgO6wIdFzWpL3JXk8yWNJ/mfnYwAAAJu8Dbl628Ik7+qFWQAAALrdhnw56V5Jzk4y8JXL11qFEAAAsMnbkC8nvT7J17Lyqm0renYcAACA7rUh0bO81vrlHp8EAACgB2xI9HyplHJBkpuSPL/qwVrrnB6bCgAAoJtsSPQMSvKhJCPz34e31c77AAAAm7QNiZ6Tkuxda32hp4cBAADobhvyPT3/mWSnnh4EAACgJ2zInp4/TvJAKeXu/Pc5PbXWemLPjQUAANA9NiR6LnjF7ZLk8CRjemYcAACA7rXew9tqrT9NsjTJ8UmmJjkmyRU9OxYAAED3WOuenlLKvkk+kJV7dZYkuTZJqbUe3UuzAQAAvGHrOrztgSS3JvnLWuvDSVJKObdXpgIAAOgm6zq87b1JHk9ySynlq6WUY7LynB4AAIDNxlqjp9b6/Vrr+5Psn2RGknOT/HEp5SullNG9NB8AAMAbsiEXMni21jqt1npCkj2TdCSZ1OOTAQAAdIMN+XLSLrXWJ2ut/6fWOrKnBgIAAOhOryt6AAAANjeiBwAAaDTRAwAANJroAQAAGk30AMgVPY8AAArWSURBVAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaC2LnlJKn1LKL0opP2zVDAAAQPO1ck/Px5LMa+H2AQCALUBLoqeUsmeS45P8cyu2DwAAbDn6tmi7/5Dkb5P0X9sCpZQzkpyRJG9729t6aSyAnjVw0o9aPUKPWbB1qycAgDXr9T09pZQTkiyqtc5e13K11itrrUNrrUN32223XpoOAABomlYc3nZYkneVUhYk+ZckI0sp32rBHAAAwBag16On1vqJWuuetdaBST6Q5D9qraf29hwAAMCWwff0AAAAjdaqCxkkSWqtM5LMaOUMAABAs9nTAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACN1rfVAwDApm7Q1YNaPUKPuGfcPa0eAaBX2NMDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo/V69JRS/qSUckspZV4p5b5Sysd6ewYAAGDL0bcF23wpyf+qtc4ppfRPMruU8uNa6/0tmAUAAGi4Xt/TU2t9rNY6p/P200nmJXlrb88BAABsGVqxp6dLKWVgksFJ7lzDc2ckOSNJ3va2t/XqXOsycNKPWj1Cj1lw8fGtHgEAWI+m/ltkwdantHqEnjN5aasn2OK17EIGpZTtk0xPck6t9Q+vfr7WemWtdWitdehuu+3W+wMCAACN0JLoKaVslZXBM63W+r1WzAAAAGwZWnH1tpLka0nm1Vq/2NvbBwAAtiyt2NNzWJIPJRlZSuno/PkfLZgDAADYAvT6hQxqrbclKb29XQAAYMvUsgsZAAAA9AbRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGq1vqwcAAIAmG3T1oFaP0GPuGXdPq0fYIPb0AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaKIHAABoNNEDAAA0mugBAAAaTfQAAACNJnoAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABpN9AAAAI0megAAgEYTPQAAQKOJHgAAoNFEDwAA0GiiBwAAaDTRAwAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAACg0UQPAADQaC2JnlLKcaWUB0spD5dSJrViBgAAYMvQ69FTSumT5PIkf5HkT5OMKaX8aW/PAQAAbBlasafnHUkerrX+qtb6QpJ/SXJiC+YAAAC2AH1bsM23JvmvV9x/NMmfvXqhUsoZSc7ovPtMKeXBXphti1Y+1+oJGmPXJE+0egjobaXVA/Soe3tzY732GVLGN/tPjc1Ls/82NvMzJNnkPkcGrO2JVkTPmn4z9TUP1Hplkit7fhzoXqWUWbXWoa2eA9g8+QwB3gifIWvWisPbHk3yJ6+4v2eS37ZgDgAAYAvQiui5O8k+pZS9SilvTvKBJDe0YA4AAGAL0OuHt9VaXyql/HWSG5P0SfL1Wut9vT0H9CCHZQJvhM8Q4I3wGbIGpdbXnE4DAADQGC35clIAAIDeInoAAIBGEz3wBpRSvl5KWVRKufcVj00upfymlNLR+fM/WjkjsOlay2fIta/4/FhQSulo5YzApmstnyHtpZSfd36GzCqlvKOVM24qRA+8MVOTHLeGxy+ttbZ3/vxbL88EbD6m5lWfIbXW96/6/EgyPcn3WjEYsFmYmtf+O+R/J5nS+Rny6c77WzzRA29ArfVnSZ5s9RzA5mldnyGllJLkfUmu6dWhgM3GWj5DapIdOm/vGN+HmaQFl6yGLcRfl1LGJpmV5H/VWn/f6oGAzc4RSX5Xa32o1YMAm5VzktxYSrkkK3dwvLPF82wS7OmB7veVJG9P0p7ksSRfaO04wGZqTOzlAV6/Dyc5t9b6J0nOTfK1Fs+zSRA90M1qrb+rtb5ca12R5KtJnEAIvC6llL5J3pPk2lbPAmx2xuW/zwX8bvw7JInogW5XStnjFXdPSnLv2pYFWIs/T/JArfXRVg8CbHZ+m2RE5+2RSRwiG+f0wBtSSrkmyVFJdi2lPJrkgiRHlVLas/JEwgVJzmzZgMAmbU2fIbXWryX5QBzaBqzHWv4dcnqSL3XuMV6e5IzWTbjpKLXWVs8AAADQYxzeBgAANJroAQAAGk30AAAAjSZ6AACARhM9AABAo4keAHpUKeWZNTw2sZQydh2vOaqU8s6enQyALYXv6QGg19Var1jPIkcleSbJzJ6co5TSp9b6ck9uA4DWs6cHgF5XSplcSvmbztsfLaXcX0qZW0r5l1LKwCQTk5xbSukopRxRStmtlDK9lHJ3589hr1jP10spM0opvyqlfPQV2zi1lHJX5zr+TymlT+fjz5RS/r9Syp1JDi2lXPyK7V/S678MAHqcPT0AtNqkJHvVWp8vpexUa32qlHJFkmdqrZckSSnl20kurbXeVkp5W5IbkxzQ+fr9kxydpH+SB0spX0nyfyd5f5LDaq0vllL+KckHk3wjyXZJ7q21frqU8kdJvpZk/1prLaXs1HtvG4DeInoAaLW5SaaVUq5Pcv1alvnzJH9aSll1f4dSSv/O2z+qtT6f5PlSyqIkf5zkmCSHJLm78zXbJFnUufzLSaZ33v5DkuVJ/rmU8qMkP+y2dwXAJkP0ANBqxyc5Msm7knyqlHLgGpZ5U5JDa63LXvlgZ9A8/4qHXs7K/7eVJFfXWj+xhnUtX3UeT631pVLKO7Iykj6Q5K+TjHxjbweATY1zegBomVLKm5L8Sa31liR/m2SnJNsneTorD1db5aasDJJVr2tfz6p/kuR/llJ271z+j0opA9aw/e2T7Fhr/bck5yRZ33oB2AzZ0wNAT9u2lPLoK+5/8RW3+yT5Villx6zcO3Np5zk9/5rkulLKiUnOTvLRJJeXUuZm5f+7fpaVFztYo1rr/aWU/zfJTZ1h9WKSjyR55FWL9k/yg1LK1p3bP/eNvFEANk2l1trqGQAAAHqMw9sAAIBGEz0AAECjiR4AAKDRRA8AANBoogcAAGg00QMAADSa6AEAABrt/wdLzv9LH/jBawAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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OnHHGGdx5551VgeHFF1+sOvfkk0+yZs0a1q9fz2OPPUavXr04/fTTeeSRR1i5ciVQ+YzQ66+/DkCLFi0+crsbQKtWrXjvvfd2+h1mzpxJmzZtdrritU2PHj145plnWLZsGQAffPABS5cu5ZhjjuEvf/kLf/7znwFqBKeTTz6Zhx56CKhcLdv2HFdd3+vtt99m69atnHfeeXz3u99l/vz59aptV7liJEmSpKbVTLbXBpg0aRIjRozggw8+4Mgjj+See+4BYPz48QCMGDGiRv8rrriCESNG0KVLFwoLC5k4cWKNVZb6+M53vsPVV19NUVERKSU6dOhQta31ySefzCWXXMKyZcu48MILKSkpAeDmm2+mtLSUrVu30qJFC8aNG0f79u0ZPnw4RUVFdOvWrcZzRkVFRRQWFnLCCScwdOhQunbtWnVu9OjRDBs2jKKiIvbdd18mTZpU79rbtm3LxIkTGTRoEBs3bqyq7eijj+auu+5iwIABtGnThpNPPpmXXnoJqHymadCgQTz44IP07t2bQw89lFatWtGmTZtav9c+++zDsGHD2Lp1K0CDrZRtL3Z3+a85KikpSWVlZU1dBgAdRv62qUuQtAsqxg5o6hIkKTOWLFlC586dm7qMZm/ixImUlZXx4x//uKlLaVAbN26koKCAwsJCnn32Wb7xjW9QXl6el2vV9m8tIuallEq27+uKkSRJkqRGs3z5cs4//3y2bt3KXnvtxd13393UJQEGI0mSJKlZGjp0KEOHDm3qMhrcUUcdVeM5qubCzRckSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmufmCJEmSmlSXSV0adL6FQxY26Hy7a9CgQSxatIhhw4ZxzTXXNMo1b7nlFr797W9XHX/hC19gzpw5VFRUMGfOHC688EIAysrKuPfee7njjjsa9Pqf5C3GXTGSJEmSGthbb73FnDlzWLBgwQ5D0ebNmxv0urfcckuN4zlz5gBQUVHBAw88UNVeUlLS4KGoIaWUql7o2lgMRpIkScqUiooKOnfuzGWXXcZxxx1HaWkp69evB6C8vJwePXpQVFTEueeeyzvvvLPDuTZs2MCwYcPo0qULXbt25amnngKgtLSUlStXUlxczKxZs2qMGTp0KNdeey2nnXYa119/PevWrePSSy+le/fudO3alV/96ldA5erL2WefTf/+/enUqRNjxoypmuP+++/npJNOori4mMsvv5wtW7YwcuRI1q9fT3FxMRdddBEA+++/PwAjR45k1qxZFBcXc/vttzNz5kzOPPNMANasWcM555xDUVERPXr0YMGCBQCMHj2aSy+9lD59+nDkkUfWGaTuuecejj76aHr37s0zzzxT1b5q1SrOO+88unfvTvfu3avOrVq1in79+tGtWzcuv/xy2rdvz9tvv13193LFFVfQrVs3/vrXvzJ9+nR69uxJt27dGDhwIO+//z4A8+bNo3fv3px44omcccYZvPnmmzv7a98pg5EkSZIy59VXX+XKK69k0aJFHHTQQUydOhWAwYMH84Mf/IAFCxbQpUuXGmGkNuPGjQNg4cKFTJkyhSFDhrBhwwamTZvG5z73OcrLyznllFM+Mm7p0qXMmDGDH/3oR3zve9+jb9++zJ07l6eeeorrrruOdevWAfDCCy8wefJkysvLefjhhykrK2PJkiU8+OCDPPPMM5SXl1NQUMDkyZMZO3Ys++yzD+Xl5UyePLnG9caOHcspp5xCeXn5R1awRo0aRdeuXVmwYAG33HILgwcPrjr38ssv88QTT/DCCy8wZswYNm3aVGPsm2++yahRo3jmmWd48sknWbx4cdW5f/u3f+Oaa65h7ty5TJ06la9//esAjBkzhr59+zJ//nzOPfdcli9fXjXmlVdeYfDgwbz44ovst99+3HzzzcyYMYP58+dTUlLCbbfdxqZNm7jqqqt45JFHmDdvHpdeein/8R//scO/p/rwGSNJkiRlTseOHSkuLgbgxBNPpKKigrVr1/Luu+/Su3dvAIYMGcLAgQN3OM/s2bO56qqrADjmmGNo3749S5cu5YADDtjhuIEDB1JQUADA9OnTmTZtGrfeeitQuQq1LSz069ePgw8+GIAvf/nLzJ49m8LCQubNm0f37t0BWL9+PYcccsju/BqqvsO2YNi3b19Wr17N2rVrARgwYAAtW7akZcuWHHLIIfz973+nXbt2VWOff/55+vTpQ9u2bQH46le/ytKlSwGYMWNGjaD0j3/8g/fee4/Zs2fz6KOPAtC/f39at25d1ad9+/b06NEDgOeee47FixfTq1cvAD788EN69uzJK6+8wksvvUS/fv0A2LJlC4ceeuhuf/9tDEaSJEnKnJYtW1Z9LigoqLqVblellHZr3H777VdjjqlTp9KpU6cafZ5//nkiokZbRJBSYsiQIXz/+9/frWtvr7bvsO262/+eansmavsat9m6dSvPPvss++yzz06vt832v5d+/foxZcqUGn0WLlzIcccdx7PPPlvnPLvDW+kkSZIk4MADD6R169ZVzwTdd999VatHdTn11FOrbltbunQpy5cv/0jA2ZkzzjiDO++8syowvPjii1XnnnzySdasWcP69et57LHH6NWrF6effjqPPPIIK1euBCqfEXr99dcBaNGixUdudwNo1aoV77333k6/w8yZM2nTps1OV7y2+fznP8/MmTNZvXo1mzZt4uGHH646V1paWmN3uvLycgBOPvlkHnroIaBytayu57h69OjBM888w7JlywD44IMPWLp0KZ06dWLVqlVVwWjTpk0sWrSoXvXuiCtGkiRJalLNZXttgEmTJjFixAg++OADjjzySO655x4Axo8fD8CIESNq9L/iiisYMWIEXbp0obCwkIkTJ9ZYZamP73znO1x99dUUFRWRUqJDhw785je/ASpDxCWXXMKyZcu48MILKSkpAeDmm2+mtLSUrVu30qJFC8aNG0f79u0ZPnw4RUVFdOvWrcZzRkVFRRQWFnLCCScwdOhQunbtWnVu9OjRDBs2jKKiIvbdd18mTZpU79oPPfRQRo8eTc+ePTn00EPp1q0bW7ZsAeCOO+7gyiuvpKioiM2bN3Pqqacyfvx4Ro0axaBBg3jwwQfp3bs3hx56KK1ataraWGGbtm3bMnHiRAYNGsTGjRurvvfRRx/NI488wre+9S3Wrl3L5s2bufrqqznuuON26fe+vdjd5b/mqKSkJJWVlTV1GQB0GPnbpi5B0i6oGDugqUuQpMxYsmQJnTt3buoymr1P8juBdmTjxo0UFBRQWFjIs88+yze+8Y2q1aSGVtu/tYiYl1Iq2b6vK0aSJEmSGs3y5cs5//zz2bp1K3vttRd33313U5cEGIwkSZKkZmno0KEMHTq0qctocEcddVSN56iaCzdfkCRJUqPbkx7nUPO0q//GDEaSJElqVHvvvTerV682HClvUkqsXr2avffeu95jvJVOkiRJjapdu3asWLGCVatWNXUp2oPtvffeNV5GuzMGI0mSJDWqFi1a0LFjx6YuQ6rBW+kkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLm5W277oiYAJwJrEwpHV/L+euAi6rV0Rlom1JaExEVwHvAFmBzSqkkX3VKkiRJUj5XjCYC/es6mVL6YUqpOKVUDNwA/DGltKZal9Ny5w1FkiRJkvIqb8EopfQ0sGanHSsNAqbkqxZJkiRJ2pEmf8YoIvalcmVparXmBEyPiHkRMXwn44dHRFlElK1atSqfpUqSJEnaQzV5MAK+BDyz3W10vVJK3YAvAldGxKl1DU4p3ZVSKkkplbRt2zbftUqSJEnaAzWHYHQB291Gl1J6I/fnSuBR4KQmqEuSJElSRjRpMIqIA4HewK+qte0XEa22fQZKgZeapkJJkiRJWZDP7bqnAH2ANhGxAhgFtABIKY3PdTsXmJ5SWldt6GeARyNiW30PpJR+l686JUmSJClvwSilNKgefSZSua139bbXgBPyU5UkSZIkfVRzeMZIkiRJkpqUwUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5uUtGEXEhIhYGREv1XG+T0SsjYjy3M+N1c71j4hXImJZRIzMV42SJEmSBPldMZoI9N9Jn1kppeLcz00AEVEAjAO+CBwLDIqIY/NYpyRJkqSMy1swSik9DazZjaEnActSSq+llD4EfgGc3aDFSZIkSVI1Tf2MUc+I+FNE/E9EHJdrOwz4a7U+K3JttYqI4RFRFhFlq1atymetkiRJkvZQTRmM5gPtU0onAHcCj+Xao5a+qa5JUkp3pZRKUkolbdu2zUOZkiRJkvZ0TRaMUkr/SCm9n/v8ONAiItpQuUJ0eLWu7YA3mqBESZIkSRnRZMEoIv5XRETu80m5WlYDc4GjIqJjROwFXABMa6o6JUmSJO35CvM1cURMAfoAbSJiBTAKaAGQUhoPfAX4RkRsBtYDF6SUErA5Ir4JPAEUABNSSovyVackSZIk5S0YpZQG7eT8j4Ef13HuceDxfNQlSZIkSdtr6l3pJEmSJKnJGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZV7eglFETIiIlRHxUh3nL4qIBbmfORFxQrVzFRGxMCLKI6IsXzVKkiRJEuR3xWgi0H8H5/8C9E4pFQHfBe7a7vxpKaXilFJJnuqTJEmSJAAK8zVxSunpiOiwg/Nzqh0+B7TLVy2SJEmStCPN5RmjrwH/U+04AdMjYl5EDN/RwIgYHhFlEVG2atWqvBYpSZIkac+UtxWj+oqI06gMRidXa+6VUnojIg4BnoyIl1NKT9c2PqV0F7nb8EpKSlLeC5YkSZK0x2nSFaOIKAL+L3B2Smn1tvaU0hu5P1cCjwInNU2FkiRJkrKgyYJRRBwB/BK4JKW0tFr7fhHRattnoBSodWc7SZIkSWoIebuVLiKmAH2ANhGxAhgFtABIKY0HbgQOBn4SEQCbczvQfQZ4NNdWCDyQUvpdvuqUJEmSpHzuSjdoJ+e/Dny9lvbXgBM+OkKSJEmS8qO57EonSZIkSU3GYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp8wxGkiRJkjLPYCRJkiQp83YajCLi9/VpkyRJkqRPqsK6TkTE3sC+QJuIaA1E7tQBwGcboTZJkiRJahR1BiPgcuBqKkPQPP4ZjP4BjMtzXZIkSZLUaOoMRiml/wb+OyKuSind2Yg1SZIkSVKj2tGKEQAppTsj4gtAh+r9U0r35rEuSZIkSWo0Ow1GEXEf8DmgHNiSa06AwUiSJEnSHmGnwQgoAY5NKaV8FyNJkiRJTaE+7zF6Cfhf+S5EkiRJkppKfVaM2gCLI+IFYOO2xpTSWXmrSpIkSZIaUX2C0eh8FyFJkiRJTak+u9L9sTEKkSRJkqSmUp9d6W1Dpg8AABE1SURBVN6jchc6gL2AFsC6lNIB+SxMkiRJkhpLfVaMWlU/johzgJPyVpEkSZIkNbL67EpXQ0rpMaBvHmqRJEmSpCZRn1vpvlzt8FNUvtfIdxpJkiRJ2mPUZ1e6L1X7vBmoAM7OSzWSJEmS1ATq84zRsMYoRJIkSZKayk6fMYqIdhHxaESsjIi/R8TUiGjXGMVJkiRJUmOoz+YL9wDTgM8ChwG/zrVJkiRJ0h6hPsGobUrpnpTS5tzPRKBtnuuSJEmSpEZTn2D0dkRcHBEFuZ+LgdX5LkySJEmSGkt9gtGlwPnAW8CbwFdybZIkSZK0R6jPrnTLgbMaoRZJkiRJahL12ZWuY0TcFhG/jIhp237qM3lETMjtZvdSHecjIu6IiGURsSAiulU7NyQiXs39DKn/V5IkSZKkXVOfF7w+Bvycyt3otu7i/BOBHwP31nH+i8BRuZ/PAz8FPh8RnwZGASVAAuZFxLSU0ju7eH1JkiRJ2qn6BKMNKaU7dmfylNLTEdFhB13OBu5NKSXguYg4KCIOBfoAT6aU1gBExJNAf2DK7tQhSZIkSTtSn2D03xExCpgObNzWmFKa3wDXPwz4a7XjFbm2uto/IiKGA8MBjjjiiAYoSZIkSVLW1CcYdQEuAfryz1vpUu7444pa2tIO2j/amNJdwF0AJSUltfaRJEmSpB2pTzA6FzgypfRhHq6/Aji82nE74I1ce5/t2mfm4fqSJEmSVK/3GP0JOChP158GDM7tTtcDWJtSehN4AiiNiNYR0RoozbVJkiRJUoOrz4rRZ4CXI2Iu/3zGKKWUzt7ZwIiYQuXKT5uIWEHlTnMtchOMBx4H/jewDPgAGJY7tyYivgvMzU1107aNGCRJkiSpodUnGI2q9jmAk4FB9Zk8pbTDfrnd6K6s49wEYEJ9riNJkiRJH8dOb6VLKf0RWAsMoPK9RKcD4/NbliRJkiQ1njpXjCLiaOACKleHVgMPApFSOq2RapMkSZKkRrGjW+leBmYBX0opLQOIiGsapSpJkiRJakQ7upXuPOAt4KmIuDsiTqf29wtJkiRJ0idancEopfRoSumrwDFUvkPoGuAzEfHTiChtpPokSZIkKe/qs/nCupTS5JTSmVS+aLUcGJn3yiRJkiSpkdTnBa9VUkprUko/Syn1zVdBkiRJktTYdikYSZIkSdKeyGAkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyz2AkSZIkKfMMRpIkSZIyL6/BKCL6R8QrEbEsIkbWcv72iCjP/SyNiHerndtS7dy0fNYpSZIkKdsK8zVxRBQA44B+wApgbkRMSykt3tYnpXRNtf5XAV2rTbE+pVScr/okSZIkaZt8rhidBCxLKb2WUvoQ+AVw9g76DwKm5LEeSZIkSapVPoPRYcBfqx2vyLV9RES0BzoCf6jWvHdElEXEcxFxTl0XiYjhuX5lq1ataoi6JUmSJGVMPoNR1NKW6uh7AfBISmlLtbYjUkolwIXAf0XE52obmFK6K6VUklIqadu27cerWJIkSVIm5TMYrQAOr3bcDnijjr4XsN1tdCmlN3J/vgbMpObzR5IkSZLUYPIZjOYCR0VEx4jYi8rw85Hd5SKiE9AaeLZaW+uIaJn73AboBSzefqwkSZIkNYS87UqXUtocEd8EngAKgAkppUURcRNQllLaFpIGAb9IKVW/za4z8LOI2EpleBtbfTc7SZIkSWpIeQtGACmlx4HHt2u7cbvj0bWMmwN0yWdtkiRJkrRNXl/wKkmSJEmfBAYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZmX12AUEf0j4pWIWBYRI2s5PzQiVkVEee7n69XODYmIV3M/Q/JZpyRJkqRsK8zXxBFRAIwD+gErgLkRMS2ltHi7rg+mlL653dhPA6OAEiAB83Jj38lXvZIkSZKyK58rRicBy1JKr6WUPgR+AZxdz7FnAE+mlNbkwtCTQP881SlJkiQp4/IZjA4D/lrteEWubXvnRcSCiHgkIg7fxbFExPCIKIuIslWrVjVE3ZIkSZIyJp/BKGppS9sd/xrokFIqAmYAk3ZhbGVjSnellEpSSiVt27bd7WIlSZIkZVc+g9EK4PBqx+2AN6p3SCmtTiltzB3eDZxY37GSJEmS1FDyGYzmAkdFRMeI2Au4AJhWvUNEHFrt8CxgSe7zE0BpRLSOiNZAaa5NkiRJkhpc3nalSyltjohvUhloCoAJKaVFEXETUJZSmgZ8KyLOAjYDa4ChubFrIuK7VIYrgJtSSmvyVaskSZKkbMtbMAJIKT0OPL5d243VPt8A3FDH2AnAhHzWJ0mSJEmQ5xe8SpIkSdIngcFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUuYZjCRJkiRlnsFIkiRJUublNRhFRP+IeCUilkXEyFrOXxsRiyNiQUT8PiLaVzu3JSLKcz/T8lmnJEmSpGwrzNfEEVEAjAP6ASuAuRExLaW0uFq3F4GSlNIHEfEN4D+Br+bOrU8pFeerPkmSJEnaJp8rRicBy1JKr6WUPgR+AZxdvUNK6amU0ge5w+eAdnmsR5IkSZJqlc9gdBjw12rHK3Jtdfka8D/VjveOiLKIeC4izslHgZIkSZIEebyVDoha2lKtHSMuBkqA3tWaj0gpvRERRwJ/iIiFKaU/1zJ2ODAc4Igjjvj4VUuSJEnKnHyuGK0ADq923A54Y/tOEfGvwH8AZ6WUNm5rTym9kfvzNWAm0LW2i6SU7koplaSUStq2bdtw1UuSJEnKjHwGo7nAURHRMSL2Ai4AauwuFxFdgZ9RGYpWVmtvHREtc5/bAL2A6ps2SJIkSVKDydutdCmlzRHxTeAJoACYkFJaFBE3AWUppWnAD4H9gYcjAmB5SuksoDPws4jYSmV4G7vdbnaSJEmS1GDy+YwRKaXHgce3a7ux2ud/rWPcHKBLPmuTJEmSpG3y+oJXSZIkSfokMBhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMy2swioj+EfFKRCyLiJG1nG8ZEQ/mzj8fER2qnbsh1/5KRJyRzzolSZIkZVveglFEFADjgC8CxwKDIuLY7bp9DXgnpfQvwO3AD3JjjwUuAI4D+gM/yc0nSZIkSQ0unytGJwHLUkqvpZQ+BH4BnL1dn7OBSbnPjwCnR0Tk2n+RUtqYUvoLsCw3nyRJkiQ1uMI8zn0Y8NdqxyuAz9fVJ6W0OSLWAgfn2p/bbuxhtV0kIoYDw3OH70fEKx+/dElZEz9o6gokSUAb4O2mLkJ7vPa1NeYzGEUtbamefeoztrIxpbuAu3atNEmSJDU3EVGWUipp6jqUTfm8lW4FcHi143bAG3X1iYhC4EBgTT3HSpIkSVKDyGcwmgscFREdI2IvKjdTmLZdn2nAkNznrwB/SCmlXPsFuV3rOgJHAS/ksVZJkiRJGZa3W+lyzwx9E3gCKAAmpJQWRcRNQFlKaRrwc+C+iFhG5UrRBbmxiyLiIWAxsBm4MqW0JV+1SpIkqVnw8Qg1mahcoJEkSZKk7MrrC14lSZIk6ZPAYCRJkiQp8wxGkiRJanQRMSEiVkbES9XaiiPiuYgoj4iyiDipKWtUthiMJEmS1BQmAv23a/tPYExKqRi4MXcsNQqDkSRJkhpdSulpKnclrtEMHJD7fCC+x1KNKG/bdUuSJEm76GrgiYi4lcr/A/8LTVyPMsQVI0mSJDUX3wCuSSkdDlxD5TsvpUbhe4wkSZLUJCKiA/CblNLxueO1wEEppRQRAaxNKR2wgymkBuOKkSRJkpqLN4Deuc99gVebsBZljCtGkiRJanQRMQXoA7QB/g6MAl4B/pvK5+A3AFeklOY1VY3KFoORJEmSpMzzVjpJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiQ1uYh4v5a2ERExeAdj+kTEF/JbmSQpKwqbugBJkmqTUhq/ky59gPeBOfmsIyIKUkpb8nkNSVLTc8VIktQsRcToiPj33OdvRcTiiFgQEb+IiA7ACOCaiCiPiFMiom1ETI2IubmfXtXmmRARMyPitYj4VrVrXBwRL+Tm+FlEFOTa34+ImyLieaBnRIytdv1bG/2XIUnKO1eMJEmfBCOBjimljRFxUErp3YgYD7yfUroVICIeAG5PKc2OiCOAJ4DOufHHAKcBrYBXIuKnwL8AXwV6pZQ2RcRPgIuAe4H9gJdSSjdGxKeBnwPHpJRSRBzUeF9bktRYDEaSpE+CBcDkiHgMeKyOPv8KHBsR244PiIhWuc+/TSltBDZGxErgM8DpwInA3NyYfYCVuf5bgKm5z/8ANgD/NyJ+C/ymwb6VJKnZMBhJkj4JBgCnAmcB34mI42rp8ymgZ0ppffXGXOjZWK1pC5X//QtgUkrphlrm2rDtuaKU0uaIOInKIHUB8E2g78f7OpKk5sZnjCRJzVpEfAo4PKX0FPB/gIOA/YH3qLw1bpvpVIaWbeOKdzL174GvRMQhuf6fjoj2tVx/f+DAlNLjwNXAzuaVJH0CuWIkSWoO9o2IFdWOb6v2uQC4PyIOpHKV5/bcM0a/Bh6JiLOBq4BvAeMiYgGV/317msoNGmqVUlocEf8/MD0XvjYBVwKvb9e1FfCriNg7d/1rPs4XlSQ1T5FSauoaJEmSJKlJeSudJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMz7f7pOj1Wt3R/mAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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KFR8KODtz6qmncsstt1QHhueee65632OPPcbatWtZv349Dz/8MH369OGUU07hwQcfZNWqVUDVPUKvvvoqAC1atPjQ5W4ArVq14p133tnpZ5g5cyZt2rTZ6YzXNr169eLJJ59k2bJlALz//vssXbqUI488kldeeYW//OUvALWC0/HHH8/9998PVM2WbbuPq77P9eabb7J161bOPvtsvve97zF//vwG1fZROWMkSZKkglrw9Vcb3Lek/UF5rAQmTZrEyJEjef/99+ncuTN33HEHALfeeisAI0eOrNX/0ksvZeTIkXTr1o3i4mImTpxYa5alIb7zne9wxRVXUFJSQkqJjh07Vi9rffzxx3PhhReybNkyzjvvPMrKygC4/vrrKS8vZ+vWrbRo0YLx48fToUMHRowYQUlJCT169Kh1n1FJSQnFxcUcc8wxDBs2jO7du1fvGzNmDMOHD6ekpIR9992XSZMmNbj2tm3bMnHiRAYPHszGjRurazviiCO47bbbGDhwIG3atOH4449n0aJFQNU9TYMHD+a+++6jb9++tGvXjlatWtGmTZs6P9c+++zD8OHD2bp1K0CjzZRtL3Z1+q85KisrSxUVFYUuA4COo35X6BLyZvm4gYUuQdrj+R0i6eNo7t8ht5/ejk8d1nmXxuY7GDUnEydOpKKigp/+9KeFLqVRbdy4kaKiIoqLi3nqqaf4xje+QWVlZV7OtWTJErp27VqrLSLmpZTKtu/rjJEkSZKkJrNixQrOOecctm7dyl577cXtt99e6JIAg5EkSZLULA0bNoxhw4YVuoxGd/jhh9e6j6q5cPEFSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeS6+IEmSpII6/w8nNOrxFg5d2KjH21WDBw9m8eLFDB8+nCuvvLJJznnDDTfw7W9/u3r7C1/4AnPmzGH58uXMmTOH8847D4CKigruvPNObr755kY9/+68xLgzRpIkSVIje+ONN5gzZw4LFizYYSjavHlzo573hhtuqLU9Z84cAJYvX84999xT3V5WVtbooagxpZSqH+jaVAxGkiRJypTly5fTtWtXLr74Yo466ijKy8tZv349AJWVlfTq1YuSkhLOOuss3nrrrR0ea8OGDQwfPpxu3brRvXt3Hn/8cQDKy8tZtWoVpaWlzJo1q9aYYcOGcdVVV3HyySdzzTXX8N5773HRRRfRs2dPunfvzq9//WugavbljDPOYMCAAXTp0oWxY8dWH+Puu+/muOOOo7S0lEsuuYQtW7YwatQo1q9fT2lpKeeffz4A+++/PwCjRo1i1qxZlJaWctNNNzFz5kxOO+00ANauXcuZZ55JSUkJvXr1YsGCBQCMGTOGiy66iJNOOonOnTvXG6TuuOMOjjjiCPr27cuTTz5Z3b569WrOPvtsevbsSc+ePav3rV69mv79+9OjRw8uueQSOnTowJtvvln9e7n00kvp0aMHf/3rX5k+fTq9e/emR48eDBo0iHfffReAefPm0bdvX4499lhOPfVUXn/99Z392nfKYCRJkqTMeemll7jssstYvHgxBx10EFOnTgVgyJAh/PCHP2TBggV069atVhipy/jx4wFYuHAhU6ZMYejQoWzYsIFp06bx2c9+lsrKSk444cOXCi5dupQZM2bw4x//mO9///v069ePuXPn8vjjj3P11Vfz3nvvAfDss88yefJkKisreeCBB6ioqGDJkiXcd999PPnkk1RWVlJUVMTkyZMZN24c++yzD5WVlUyePLnW+caNG8cJJ5xAZWXlh2awRo8eTffu3VmwYAE33HADQ4YMqd73wgsv8Oijj/Lss88yduxYNm3aVGvs66+/zujRo3nyySd57LHHeP7556v3/eu//itXXnklc+fOZerUqXz9618HYOzYsfTr14/58+dz1llnsWLFiuoxL774IkOGDOG5555jv/324/rrr2fGjBnMnz+fsrIyfvKTn7Bp0yYuv/xyHnzwQebNm8dFF13Ev//7v+/w99QQ3mMkSZKkzOnUqROlpaUAHHvssSxfvpx169bx9ttv07dvXwCGDh3KoEGDdnic2bNnc/nllwNw5JFH0qFDB5YuXcoBBxyww3GDBg2iqKgIgOnTpzNt2jRuvPFGoGoWaltY6N+/PwcffDAAX/7yl5k9ezbFxcXMmzePnj17ArB+/XoOOeSQXfkxVH+GbcGwX79+rFmzhnXr1gEwcOBAWrZsScuWLTnkkEP4+9//Tvv27avHPvPMM5x00km0bdsWgK9+9assXboUgBkzZtQKSv/4xz945513mD17Ng899BAAAwYMoHXr1tV9OnToQK9evQB4+umnef755+nTpw8AH3zwAb179+bFF19k0aJF9O/fH4AtW7bQrl27Xf782xiMJEmSlDktW7asfl9UVFR9Kd1HlVLapXH77bdfrWNMnTqVLl261OrzzDPPEBG12iKClBJDhw7lBz/4wS6de3t1fYZt593+51TXPVHb17jN1q1beeqpp9hnn312er5ttv+59O/fnylTptTqs3DhQo466iieeuqpeo+zK7yUTpIkSQIOPPBAWrduXX1P0F133VU9e1SfE088sfqytaVLl7JixYoPBZydOfXUU7nllluqA8Nzzz1Xve+xxx5j7dq1rF+/nocffpg+ffpwyimn8OCDD7Jq1Sqg6h6hV199FYAWLVp86HI3gFatWvHOO+/s9DPMnDmTNm3a7HTGa5vPf/7zzJw5kzVr1rBp0yYeeOCB6n3l5eW1VqerrKwE4Pjjj+f+++8HqmbL6ruPq1evXjz55JMsW7YMgPfff5+lS5fSpUsXVq9eXR2MNm3axOLFixtU7444YyRJkqSCmnzKrJ13yilpf1AeK4FJkyYxcuRI3n//fTp37swdd9wBwK233grAyJEja/W/9NJLGTlyJN26daO4uJiJEyfWmmVpiO985ztcccUVlJSUkFKiY8eO/Pa3vwWqQsSFF17IsmXLOO+88ygrKwPg+uuvp7y8nK1bt9KiRQvGjx9Phw4dGDFiBCUlJfTo0aPWfUYlJSUUFxdzzDHHMGzYMLp37169b8yYMQwfPpySkhL23XdfJk2a1ODa27Vrx5gxY+jduzft2rWjR48ebNmyBYCbb76Zyy67jJKSEjZv3syJJ57IrbfeyujRoxk8eDD33Xcfffv2pV27drRq1ap6YYVt2rZty8SJExk8eDAbN26s/txHHHEEDz74IN/61rdYt24dmzdv5oorruCoo476SD/37cWuTv81R2VlZamioqLQZQDQcdTvCl1C3iwfN7DQJUh7PL9DJH0czf075PbT2/Gpwzrv0th8B6PmZHd+JtCObNy4kaKiIoqLi3nqqaf4xje+UT2b1NiWLFlC165da7VFxLyUUtn2fZ0xkiRJktRkVqxYwTnnnMPWrVvZa6+9uP322wtdEmAwkiRJkpqlYcOGMWzYsEKX0egOP/zwWvdRNRcuviBJkqQmlUi7vJqb1FAf9b8xg5EkSZKa1Ktvb2Lz+/8wHClvUkqsWbOGvffeu8FjvJROkiRJTeqWZ97icqDDQW8S1P0MnPoseWefnXeSgL333rvWw2h3xmAkSZKkJvWPjVv5/hNrdmmsK1sqX7yUTpIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZV7eluuOiAnAacCqlNLRdey/Gji/Rh1dgbYppbURsRx4B9gCbE4pleWrTkmSJEnK54zRRGBAfTtTSj9KKZWmlEqBa4E/pZTW1uhycm6/oUiSJElSXuUtGKWUngDW7rRjlcHAlHzVIkmSJEk7UvB7jCJiX6pmlqbWaE7A9IiYFxEjdjJ+RERURETF6tWr81mqJEmSpD1UwYMR8CXgye0uo+uTUuoBfBG4LCJOrG9wSum2lFJZSqmsbdu2+a5VkiRJ0h6oOQSjc9nuMrqU0mu5f1cBDwHHFaAuSZIkSRlR0GAUEQcCfYFf12jbLyJabXsPlAOLClOhJEmSpCzI53LdU4CTgDYRsRIYDbQASCndmut2FjA9pfRejaGfAh6KiG313ZNS+n2+6pQkSZKkvAWjlNLgBvSZSNWy3jXbXgaOyU9VkiRJkvRhzeEeI0mSJEkqKIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMwzGEmSJEnKPIORJEmSpMzLWzCKiAkRsSoiFtWz/6SIWBcRlbnXd2vsGxARL0bEsogYla8aJUmSJAnyO2M0ERiwkz6zUkqludd1ABFRBIwHvgh8DhgcEZ/LY52SJEmSMi5vwSil9ASwdheGHgcsSym9nFL6ALgXOKNRi5MkSZKkGgp9j1HviPhzRPxPRByVa/sM8NcafVbm2uoUESMioiIiKlavXp3PWiVJkiTtoQoZjOYDHVJKxwC3AA/n2qOOvqm+g6SUbksplaWUytq2bZuHMiVJkiTt6QoWjFJK/0gpvZt7/wjQIiLaUDVDdGiNru2B1wpQoiRJkqSMKFgwioj/FRGRe39crpY1wFzg8IjoFBF7AecC0wpVpyRJkqQ9X3G+DhwRU4CTgDYRsRIYDbQASCndCnwF+EZEbAbWA+emlBKwOSK+CTwKFAETUkqL81WnJEmSJOUtGKWUBu9k/0+Bn9az7xHgkXzUJUmSJEnbK/SqdJIkSZJUcAYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZlnMJIkSZKUeQYjSZIkSZmXt2AUERMiYlVELKpn//kRsSD3mhMRx9TYtzwiFkZEZURU5KtGSZIkSYL8zhhNBAbsYP8rQN+UUgnwPeC27fafnFIqTSmV5ak+SZIkSQKgOF8HTik9EREdd7B/To3Np4H2+apFkiRJknakudxj9DXgf2psJ2B6RMyLiBE7GhgRIyKiIiIqVq9endciJUmSJO2Z8jZj1FARcTJVwej4Gs19UkqvRcQhwGMR8UJK6Ym6xqeUbiN3GV5ZWVnKe8GSJEmS9jgFnTGKiBLgv4EzUkprtrWnlF7L/bsKeAg4rjAVSpIkScqCggWjiDgM+BVwYUppaY32/SKi1bb3QDlQ58p2kiRJktQY8nYpXURMAU4C2kTESmA00AIgpXQr8F3gYOBnEQGwObcC3aeAh3JtxcA9KaXf56tOSZIkScrnqnSDd7L/68DX62h/GTjmwyMkSZIkKT+ay6p0kiRJklQwBiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmWcwkiRJkpR5BiNJkiRJmbfTYBQRf2hImyRJkiTtrorr2xERewP7Am0iojUQuV0HAJ9ugtokSZIkqUnUG4yAS4ArqApB8/hnMPoHMD7PdUmSJElSk6k3GKWU/gv4r4i4PKV0SxPWJEmSJElNakczRgCklG6JiC8AHWv2Tyndmce6JEmSJKnJ7DQYRcRdwGeBSmBLrjkBBiNJkiRJe4SdBiOgDPhcSinluxhJkiRJKoSGPMdoEWPuaHkAABJQSURBVPC/8l2IJEmSJBVKQ2aM2gDPR8SzwMZtjSml0/NWlSRJkiQ1oYYEozH5LkKSJEmSCqkhq9L9qSkKkSRJkqRCaciqdO9QtQodwF5AC+C9lNIB+SxMkiRJkppKQ2aMWtXcjogzgePyVpEkSZIkNbGGrEpXS0rpYaBfHmqRJEmSpIJoyKV0X66x+QmqnmvkM40kSZIk7TEasirdl2q83wwsB87ISzWSJEmSVAANucdoeFMUIkmSJEmFstN7jCKifUQ8FBGrIuLvETE1Ito3RXGSJEmS1BQasvjCHcA04NPAZ4Df5NokSZIkaY/QkGDUNqV0R0ppc+41EWib57okSZIkqck0JBi9GREXRERR7nUBsCbfhUmSJElSU2lIMLoIOAd4A3gd+EquTZIkSZL2CA1ZlW4FcHoT1CJJkiRJBdGQVek6RcRPIuJXETFt26shB4+ICbnV7BbVsz8i4uaIWBYRCyKiR419QyPipdxraMM/kiRJkiR9NA15wOvDwC+pWo1u60c8/kTgp8Cd9ez/InB47vV54OfA5yPik8BooAxIwLyImJZSeusjnl+SJEmSdqohwWhDSunmXTl4SumJiOi4gy5nAHemlBLwdEQcFBHtgJOAx1JKawEi4jFgADBlV+qQJEmSpB1pSDD6r4gYDUwHNm5rTCnNb4Tzfwb4a43tlbm2+to/JCJGACMADjvssEYoSZIkSVLWNCQYdQMuBPrxz0vpUm7744o62tIO2j/cmNJtwG0AZWVldfaRJEmSpB1pSDA6C+icUvogD+dfCRxaY7s98Fqu/aTt2mfm4fySJEmS1KDnGP0ZOChP558GDMmtTtcLWJdSeh14FCiPiNYR0Rooz7VJkiRJUqNryIzRp4AXImIu/7zHKKWUztjZwIiYQtXMT5uIWEnVSnMtcge4FXgE+D/AMuB9YHhu39qI+B4wN3eo67YtxCBJkiRJja0hwWh0jfcBHA8MbsjBU0o77Jdbje6yevZNACY05DySJEmS9HHs9FK6lNKfgHXAQKqeS3QKcGt+y5IkSZKkplPvjFFEHAGcS9Xs0BrgPiBSSic3UW2SJEmS1CR2dCndC8As4EsppWUAEXFlk1QlSZIkSU1oR5fSnQ28ATweEbdHxCnU/XwhSZIkSdqt1RuMUkoPpZS+ChxJ1TOErgQ+FRE/j4jyJqpPkiRJkvKuIYsvvJdSmpxSOo2qB61WAqPyXpkkSZIkNZGGPOC1WkppbUrpFymlfvkqSJIkSZKa2kcKRpIkSZK0JzIYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzDMYSZIkSco8g5EkSZKkzMtrMIqIARHxYkQsi4hRdey/KSIqc6+lEfF2jX1bauybls86JUmSJGVbcb4OHBFFwHigP7ASmBsR01JKz2/rk1K6skb/y4HuNQ6xPqVUmq/6JEmSJGmbfM4YHQcsSym9nFL6ALgXOGMH/QcDU/JYjyRJkiTVKZ/B6DPAX2tsr8y1fUhEdAA6AX+s0bx3RFRExNMRcWZ9J4mIEbl+FatXr26MuiVJkiRlTD6DUdTRlurpey7wYEppS422w1JKZcB5wH9GxGfrGphSui2lVJZSKmvbtu3Hq1iSJElSJuUzGK0EDq2x3R54rZ6+57LdZXQppddy/74MzKT2/UeSJEmS1GjyGYzmAodHRKeI2Iuq8POh1eUiogvQGniqRlvriGiZe98G6AM8v/1YSZIkSWoMeVuVLqW0OSK+CTwKFAETUkqLI+I6oCKltC0kDQbuTSnVvMyuK/CLiNhKVXgbV3M1O0mSJElqTHkLRgAppUeAR7Zr++5222PqGDcH6JbP2iRJkiRpm7w+4FWSJEmSdgcGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZZzCSJEmSlHkGI0mSJEmZl9dgFBEDIuLFiFgWEaPq2D8sIlZHRGXu9fUa+4ZGxEu519B81ilJkiQp24rzdeCIKALGA/2BlcDciJiWUnp+u673pZS+ud3YTwKjgTIgAfNyY9/KV72SJEmSsiufM0bHActSSi+nlD4A7gXOaODYU4HHUkprc2HoMWBAnuqUJEmSlHH5DEafAf5aY3tlrm17Z0fEgoh4MCIO/YhjiYgREVERERWrV69ujLolSZIkZUw+g1HU0Za22/4N0DGlVALMACZ9hLFVjSndllIqSymVtW3bdpeLlSRJkpRd+QxGK4FDa2y3B16r2SGltCaltDG3eTtwbEPHSpIkSVJjyWcwmgscHhGdImIv4FxgWs0OEdGuxubpwJLc+0eB8ohoHRGtgfJcmyRJkiQ1urytSpdS2hwR36Qq0BQBE1JKiyPiOqAipTQN+FZEnA5sBtYCw3Jj10bE96gKVwDXpZTW5qtWSZIkSdmWt2AEkFJ6BHhku7bv1nh/LXBtPWMnABPyWZ8kSZIkQZ4f8CpJkiRJuwODkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMMxhJkiRJyjyDkSRJkqTMy2swiogBEfFiRCyLiFF17L8qIp6PiAUR8YeI6FBj35aIqMy9puWzTkmSJEnZVpyvA0dEETAe6A+sBOZGxLSU0vM1uj0HlKWU3o+IbwD/AXw1t299Sqk0X/VJkiRJ0jb5nDE6DliWUno5pfQBcC9wRs0OKaXHU0rv5zafBtrnsR5JkiRJqlM+g9FngL/W2F6Za6vP14D/qbG9d0RURMTTEXFmPgqUJEmSJMjjpXRA1NGW6uwYcQFQBvSt0XxYSum1iOgM/DEiFqaU/lLH2BHACIDDDjvs41ctSZIkKXPyOWO0Eji0xnZ74LXtO0XEvwD/DpyeUtq4rT2l9Fru35eBmUD3uk6SUrotpVSWUipr27Zt41UvSZIkKTPyGYzmAodHRKeI2As4F6i1ulxEdAd+QVUoWlWjvXVEtMy9bwP0AWou2iBJkiRJjSZvl9KllDZHxDeBR4EiYEJKaXFEXAdUpJSmAT8C9gceiAiAFSml04GuwC8iYitV4W3cdqvZSZIkSVKjyec9RqSUHgEe2a7tuzXe/0s94+YA3fJZmyRJkiRtk9cHvEqSJEnS7sBgJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMs9gJEmSJCnzDEaSJEmSMi+vwSgiBkTEixGxLCJG1bG/ZUTcl9v/TER0rLHv2lz7ixFxaj7rlCRJkpRteQtGEVEEjAe+CHwOGBwRn9uu29eAt1JK/xu4CfhhbuzngHOBo4ABwM9yx5MkSZKkRpfPGaPjgGUppZdTSh8A9wJnbNfnDGBS7v2DwCkREbn2e1NKG1NKrwDLcseTJEmSpEZXnMdjfwb4a43tlcDn6+uTUtocEeuAg3PtT2839jN1nSQiRgAjcpvvRsSLH7907Uj8sNAV7DHaAG8Wugipqfkd0mj8DlEm+R3SaLL8HdKhrsZ8BqOooy01sE9DxlY1pnQbcNtHK00qvIioSCmVFboOSbsnv0MkfRx+h3xYPi+lWwkcWmO7PfBafX0iohg4EFjbwLGSJEmS1CjyGYzmAodHRKeI2IuqxRSmbddnGjA09/4rwB9TSinXfm5u1bpOwOHAs3msVZIkSVKG5e1Sutw9Q98EHgWKgAkppcURcR1QkVKaBvwSuCsillE1U3RubuziiLgfeB7YDFyWUtqSr1qlAvESUEkfh98hkj4Ov0O2E1UTNJIkSZKUXXl9wKskSZIk7Q4MRpIkSZIyz2Ak5VlETIiIVRGxaLv2yyPixYhYHBH/Uaj6JDV/dX2PRMQxEfFURCyMiN9ExAGFrFFS81XPd8ig3N8gWyPCZbsxGElNYSIwoGZDRJwMnAGUpJSOAm4sQF2Sdh8T2e57BPhvYFRKqRvwEHB1UxclabcxkQ9/hywCvgw80eTVNFMGIynPUkpPULXqYk3fAMallDbm+qxq8sIk7Tbq+R7pwj//oHkMOLtJi5K026jrOySltCSl9GKBSmqWDEZSYRwBnBARz0TEnyKiZ6ELkrTbWQScnns/iNoPRpckfUQGI6kwioHWQC+qLn+5PyKisCVJ2s1cBFwWEfOAVsAHBa5HknZreXvAq6QdWgn8KlU9SOzZiNgKtAFWF7YsSbuLlNILQDlARBwBDCxsRZK0e3PGSCqMh4F+UP0HzV7AmwWtSNJuJSIOyf37CeD/AbcWtiJJ2r0ZjKQ8i4gpwFNAl4hYGRFfAyYAnXPLZt4LDM3NHknSh9TzPTI4IpYCLwCvAXcUskZJzVdd3yERcVZErAR6A7+LiEcLW2XhhX+LSZIkSco6Z4wkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJIkSVLmGYwkSZIkZZ7BSJJUcBHxbh1tIyNiyA7GnBQRX8hvZZKkrCgudAGSJNUlpbSzB5aeBLwLzMlnHRFRlFLaks9zSJIKzxkjSVKzFBFjIuLfcu+/FRHPR8SCiLg3IjoCI4ErI6IyIk6IiLYRMTUi5uZefWocZ0JEzIyIlyPiWzXOcUFEPJs7xi8ioijX/m5EXBcRzwC9I2JcjfPf2OQ/DElS3jljJEnaHYwCOqWUNkbEQSmltyPiVuDdlNKNABFxD3BTSml2RBwGPAp0zY0/EjgZaAW8GBE/B/438FWgT0ppU0T8DDgfuBPYD1iUUvpuRHwS+CVwZEopRcRBTfexJUlNxWAkSdodLAAmR8TDwMP19PkX4HMRsW37gIholXv/u5TSRmBjRKwCPgWcAhwLzM2N2QdYleu/BZiae/8PYAPw3xHxO+C3jfapJEnNhsFIkrQ7GAicCJwOfCcijqqjzyeA3iml9TUbc6FnY42mLVT9/y+ASSmla+s41oZt9xWllDZHxHFUBalzgW8C/T7ex5EkNTfeYyRJatYi4hPAoSmlx4H/CxwE7A+8Q9WlcdtMpyq0bBtXupND/wH4SkQckuv/yYjoUMf59wcOTCk9AlwB7Oy4kqTdkDNGkqTmYN+IWFlj+yc13hcBd0fEgVTN8tyUu8foN8CDEXEGcDnwLWB8RCyg6v9vT1C1QEOdUkrPR8T/A6bnwtcm4DLg1e26tgJ+HRF7585/5cf5oJKk5ilSSoWuQZIkSZIKykvpJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGWewUiSJElS5hmMJEmSJGXe/w8ZVtpgjOx6AQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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777477dq1q3sm6LbbbqtbPdqYo48+uu62tfnz57No0aIPBJzNOe6447jhhhvqAsNTTz1Vd+6BBx5g+fLlrFy5knvvvZc+ffrwuc99jrvvvpslS5YAtc8IvfTSSwC0bt36A7e7AbRt25Y333xzs59h6tSptG/ffrMrXuv06tWLRx99lAULFgDwzjvvMH/+fA4++GD+/Oc/86c//QlgveB05JFHcueddwK1q2XrnuPa2Od67bXXWLt2Laeeeirf+c53mD17dqNq+7BcMZIkSVLL2kq21wYYP348w4cP55133mH//ffnlltuAeDGG28EYPjw4ev1v/DCCxk+fDjdunWjVatWjBs3br1Vlsb41re+xSWXXEJlZSWZSefOneu2tT7yyCM555xzWLBgAWeeeSbV1dUAXHXVVQwYMIC1a9fSunVrxowZQ6dOnTj//POprKykR48e6z1nVFlZSatWrTjssMMYOnQo3bt3rzs3atQohg0bRmVlJTvvvDPjx49vdO0dOnRg3LhxDBo0iHfffbeutgMPPJCbbrqJ448/nvbt23PkkUfyzDPPALXPNA0aNIg77riDvn37svfee9O2bVvat2/f4OfaaaedGDZsGGvXrgVospWyDcWWLv9tjaqrq3PmzJktXQYAnUf8tqVL2O4tvOb4li5BkgrP33fltz3+vps3bx5du3Zt6TK2euPGjWPmzJn8+Mc/bulSmtS7775LRUUFrVq14rHHHuOrX/0qNTU1ZblWQ//WImJWZlZv2NcVI0mSJEnNZtGiRZx++umsXbuWHXbYgZtvvrmlSwIMRpIkSdJWaejQoQwdOrSly2hyBxxwwHrPUW0t3HxBkiRJUuEZjCRJkiQVnsFIkiRJUuEZjCRJkiQVnpsvSJIkqUV1G9+tSed7esjTTTrflho0aBBz585l2LBhXHrppc1yzauvvppvfvObdcef/exnmT59OgsXLmT69OmceeaZAMycOZNbb72V66+/vkmvvy1vMe6KkSRJktTEXn31VaZPn86cOXM2GYpWr17dpNe9+uqr1zuePn06AAsXLuT222+va6+urm7yUNSUMrPuC12bi8FIkiRJhbJw4UK6du3KeeedxyGHHMKAAQNYuXIlADU1NfTq1YvKykpOOeUUXn/99U3OtWrVKoYNG0a3bt3o3r07Dz30EAADBgxgyZIlVFVVMW3atPXGDB06lG984xsce+yxXH755bz99tuce+659OzZk+7du/OrX/0KqF19Oemkkxg4cCAHHXQQo0ePrpvj5z//OUcccQRVVVVccMEFrFmzhhEjRrBy5Uqqqqo466yzANh1110BGDFiBNOmTaOqqorrrruOqVOncsIJJwCwfPlyTj75ZCorK+nVqxdz5swBYNSoUZx77rkcc8wx7L///hsNUrfccgsHHnggffv25dFHH61rX7p0Kaeeeio9e/akZ8+edeeWLl1K//796dGjBxdccAGdOnXitddeq/t7ufDCC+nRowd/+ctfmDJlCr1796ZHjx6cdtppvPXWWwDMmjWLvn37cvjhh3PcccfxyiuvbO6vfbMMRpIkSSqcF154gYsuuoi5c+eyxx57MGnSJAAGDx7M97//febMmUO3bt3WCyMNGTNmDABPP/00EydOZMiQIaxatYrJkyfzqU99ipqaGo466qgPjJs/fz4PPvggP/zhD/nud79Lv379mDFjBg899BCXXXYZb7/9NgBPPvkkEyZMoKamhrvuuouZM2cyb9487rjjDh599FFqamqoqKhgwoQJXHPNNey0007U1NQwYcKE9a53zTXXcNRRR1FTU/OBFayRI0fSvXt35syZw9VXX83gwYPrzj333HPcf//9PPnkk4wePZr3339/vbGvvPIKI0eO5NFHH+WBBx7g2WefrTv3L//yL1x66aXMmDGDSZMm8ZWvfAWA0aNH069fP2bPns0pp5zCokWL6sY8//zzDB48mKeeeopddtmFq666igcffJDZs2dTXV3Nj370I95//30uvvhi7r77bmbNmsW5557Lv/3bv23y76kxfMZIkiRJhdOlSxeqqqoAOPzww1m4cCErVqzgjTfeoG/fvgAMGTKE0047bZPzPPLII1x88cUAHHzwwXTq1In58+ez2267bXLcaaedRkVFBQBTpkxh8uTJXHvttUDtKtS6sNC/f3/23HNPAL74xS/yyCOP0KpVK2bNmkXPnj0BWLlyJXvttdeW/BjqPsO6YNivXz+WLVvGihUrADj++ONp06YNbdq0Ya+99uJvf/sbHTt2rBv7xBNPcMwxx9ChQwcAvvSlLzF//nwAHnzwwfWC0t///nfefPNNHnnkEe655x4ABg4cSLt27er6dOrUiV69egHw+OOP8+yzz9KnTx8A3nvvPXr37s3zzz/PM888Q//+/QFYs2YNe++99xZ//nUMRpIkSSqcNm3a1L2vqKiou5Xuw8rMLRq3yy67rDfHpEmTOOigg9br88QTTxAR67VFBJnJkCFD+N73vrdF195QQ59h3XU3/Dk19EzUhjWus3btWh577DF22mmnzV5vnQ1/Lv3792fixInr9Xn66ac55JBDeOyxxzY6z5bwVjpJkiQJ2H333WnXrl3dM0G33XZb3erRxhx99NF1t63Nnz+fRYsWfSDgbM5xxx3HDTfcUBcYnnrqqbpzDzzwAMuXL2flypXce++99OnTh8997nPcfffdLFmyBKh9Ruill14CoHXr1h+43Q2gbdu2vPnmm5v9DFOnTqV9+/abXfFa5zOf+QxTp05l2bJlvP/++9x111115wYMGLDe7nQ1NTUAHHnkkdx5551A7WrZxp7j6tWrF48++igLFiwA4J133mH+/PkcdNBBLF26tC4Yvf/++8ydO7dR9W6KK0aSJElqUVvL9toA48ePZ/jw4bzzzjvsv//+3HLLLQDceOONAAwfPny9/hdeeCHDhw+nW7dutGrVinHjxq23ytIY3/rWt7jkkkuorKwkM+ncuTO/+c1vgNoQcc4557BgwQLOPPNMqqurAbjqqqsYMGAAa9eupXXr1owZM4ZOnTpx/vnnU1lZSY8ePdZ7zqiyspJWrVpx2GGHMXToULp37153btSoUQwbNozKykp23nlnxo8f3+ja9957b0aNGkXv3r3Ze++96dGjB2vWrAHg+uuv56KLLqKyspLVq1dz9NFHc+ONNzJy5EgGDRrEHXfcQd++fdl7771p27Zt3cYK63To0IFx48YxaNAg3n333brPfeCBB3L33Xfz9a9/nRUrVrB69WouueQSDjnkkA/1c99QbOny39aouro6Z86c2dJlANB5xG9buoTt3sJrjm/pEiSp8Px9V37b4++7efPm0bVr15YuY6u3LX8n0Ka8++67VFRU0KpVKx577DG++tWv1q0mNbWG/q1FxKzMrN6wrytGkiRJkprNokWLOP3001m7di077LADN998c0uXBBiMJEmSpK3S0KFDGTp0aEuX0eQOOOCA9Z6j2lq4+YIkSZKa3fb0OIe2Th/235jBSJIkSc1qxx13ZNmyZYYjlU1msmzZMnbcccdGj/FWOkmSJDWrjh07snjxYpYuXdrSpWg7tuOOO673ZbSbYzCSJElSs2rdujVdunRp6TKk9XgrnSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKryybdcdEWOBE4AlmXloA+cvA86qV0dXoENmLo+IhcCbwBpgdWZWl6tOSZIkSSrnitE4YODGTmbmDzKzKjOrgCuAP2bm8npdji2dNxRJkiRJKquyBaPMfBhYvtmOtQYBE8tViyRJkiRtSos/YxQRO1O7sjSpXnMCUyJiVkScv5nx50fEzIiYuXTp0nKWKkmSJGk71eLBCPgC8OgGt9H1ycwewOeBiyLi6I0NzsybMrM6M6s7dOhQ7lolSZIkbYe2hmB0BhvcRpeZL5f+XALcAxzRAnVJkiRJKogWDUYRsTvQF/hVvbZdIqLtuvfAAOCZlqlQkiRJUhGUc7vuicAxQPuIWAyMBFoDZOaNpW6nAFMy8+16Qz8B3BMR6+q7PTN/V646JUmSJKlswSgzBzWizzhqt/Wu3/YicFh5qpIkSZKkD9oanjGSJEmSpBZlMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeAYjSZIkSYVnMJIkSZJUeGULRhExNiKWRMQzGzl/TESsiIia0uvb9c4NjIjnI2JBRIwoV42SJEmSBOVdMRoHDNxMn2mZWVV6XQkQERXAGODzwKeBQRHx6TLWKUmSJKngyhaMMvNhYPkWDD0CWJCZL2bme8AvgJOatDhJkiRJqqelnzHqHRH/HRH/FRGHlNr2Af5Sr8/iUluDIuL8iJgZETOXLl1azlolSZIkbadaMhjNBjpl5mHADcC9pfZooG9ubJLMvCkzqzOzukOHDmUoU5IkSdL2rsWCUWb+PTPfKr2/D2gdEe2pXSHat17XjsDLLVCiJEmSpIJosWAUEf8jIqL0/ohSLcuAGcABEdElInYAzgAmt1SdkiRJkrZ/rco1cURMBI4B2kfEYmAk0BogM28E/hn4akSsBlYCZ2RmAqsj4mvA/UAFMDYz55arTkmSJEkqWzDKzEGbOf9j4McbOXcfcF856pIkSZKkDbX0rnSSJEmS1OIMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKz2AkSZIkqfAMRpIkSZIKr2zBKCLGRsSSiHhmI+fPiog5pdf0iDis3rmFEfF0RNRExMxy1ShJkiRJUN4Vo3HAwE2c/zPQNzMrge8AN21w/tjMrMrM6jLVJ0mSJEkAtCrXxJn5cER03sT56fUOHwc6lqsWSZIkSdqUreUZoy8D/1XvOIEpETErIs7f1MCIOD8iZkbEzKVLl5a1SEmSJEnbp7KtGDVWRBxLbTA6sl5zn8x8OSL2Ah6IiOcy8+GGxmfmTZRuw6uurs6yFyxJkiRpu9OiK0YRUQn8P+CkzFy2rj0zXy79uQS4BziiZSqUJEmSVAQtFowiYj/gl8A5mTm/XvsuEdF23XtgANDgznaSJEmS1BTKditdREwEjgHaR8RiYCTQGiAzbwS+DewJ/CQiAFaXdqD7BHBPqa0VcHtm/q5cdUqSJElSOXelG7SZ818BvtJA+4vAYR8cIUmSJEnlsbXsSidJkiRJLcZgJEmSJKnwDEaSJEmSCs9gJEmSJKnwDEaSJEmSCs9gJEmSJKnwDEaSJEmSCs9gJEmSJKnwDEaSJEmSCs9gJEmSJKnwDEaSJEmSCs9gJEmSJKnwDEaSJEmSCs9gJEmSJKnwNhuMIuL3jWmTJEmSpG1Vq42diIgdgZ2B9hHRDojSqd2ATzZDbZIkSZLULDYajIALgEuoDUGz+Ecw+jswpsx1SZIkSVKz2Wgwysz/AP4jIi7OzBuasSZJkiRJalabWjECIDNviIjPAp3r98/MW8tYlyRJkiQ1m80Go4i4DfgUUAOsKTUnYDCSJEmStF3YbDACqoFPZ2aWuxhJkiRJagmN+R6jZ4D/UXlXrxsAABIVSURBVO5CJEmSJKmlNGbFqD3wbEQ8Cby7rjEzTyxbVZIkSZLUjBoTjEaVuwhJkiRJakmN2ZXuj81RiCRJkiS1lMbsSvcmtbvQAewAtAbezszdylmYJEmSJDWXxqwYta1/HBEnA0eUrSJJkiRJamaN2ZVuPZl5L9CvDLVIkiRJUotozK10X6x3+DFqv9fI7zSSJEmStN1ozK50X6j3fjWwEDipLNVIkiRJUgtozDNGw5qjEEmSJElqKZt9xigiOkbEPRGxJCL+FhGTIqJjcxQnSZIkSc2hMZsv3AJMBj4J7AP8utQmSZIkSduFxgSjDpl5S2auLr3GAR3KXJckSZIkNZvGBKPXIuLsiKgovc4GlpW7MEmSJElqLo0JRucCpwOvAq8A/1xqkyRJkqTtQmN2pVsEnNgMtUiSJElSi2jMrnRdIuJHEfHLiJi87tWYySNibGk3u2c2cj4i4vqIWBARcyKiR71zQyLihdJrSOM/kiRJkiR9OI35gtd7gZ9Ruxvd2g85/zjgx8CtGzn/eeCA0uszwE+Bz0TEx4GRQDWQwKyImJyZr3/I60uSJEnSZjUmGK3KzOu3ZPLMfDgiOm+iy0nArZmZwOMRsUdE7A0cAzyQmcsBIuIBYCAwcUvqkCRJkqRNaUww+o+IGAlMAd5d15iZs5vg+vsAf6l3vLjUtrH2D4iI84HzAfbbb78mKEmSJElS0TQmGHUDzgH68Y9b6bJ0/FFFA225ifYPNmbeBNwEUF1d3WAfSZIkSdqUxgSjU4D9M/O9Mlx/MbBvveOOwMul9mM2aJ9ahutLkiRJUqO+x+i/gT3KdP3JwODS7nS9gBWZ+QpwPzAgItpFRDtgQKlNkiRJkppcY1aMPgE8FxEz+MczRpmZJ21uYERMpHblp31ELKZ2p7nWpQluBO4D/hewAHgHGFY6tzwivgPMKE115bqNGCRJkiSpqTUmGI2s9z6AI4FBjZk8MzfZr7Qb3UUbOTcWGNuY60iSJEnSR7HZW+ky84/ACuB4ar+X6HPAjeUtS5IkSZKaz0ZXjCLiQOAMaleHlgF3AJGZxzZTbZIkSZLULDZ1K91zwDTgC5m5ACAiLm2WqiRJkiSpGW3qVrpTgVeBhyLi5oj4HA1/v5AkSZIkbdM2Gowy857M/BJwMLXfIXQp8ImI+GlEDGim+iRJkiSp7Bqz+cLbmTkhM0+g9otWa4ARZa9MkiRJkppJY77gtU5mLs/M/8zMfuUqSJIkSZKa24cKRpIkSZK0PTIYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwjMYSZIkSSo8g5EkSZKkwitrMIqIgRHxfEQsiIgRDZy/LiJqSq/5EfFGvXNr6p2bXM46JUmSJBVbq3JNHBEVwBigP7AYmBERkzPz2XV9MvPSev0vBrrXm2JlZlaVqz5JkiRJWqecK0ZHAAsy88XMfA/4BXDSJvoPAiaWsR5JkiRJalA5g9E+wF/qHS8utX1ARHQCugB/qNe8Y0TMjIjHI+LkjV0kIs4v9Zu5dOnSpqhbkiRJUsGUMxhFA225kb5nAHdn5pp6bftlZjVwJvDvEfGphgZm5k2ZWZ2Z1R06dPhoFUuSJEkqpHIGo8XAvvWOOwIvb6TvGWxwG11mvlz680VgKus/fyRJkiRJTaacwWgGcEBEdImIHagNPx/YXS4iDgLaAY/Va2sXEW1K79sDfYBnNxwrSZIkSU2hbLvSZebqiPgacD9QAYzNzLkRcSUwMzPXhaRBwC8ys/5tdl2B/4yItdSGt2vq72YnSZIkSU2pbMEIIDPvA+7boO3bGxyPamDcdKBbOWuTJEmSpHXK+gWvkiRJkrQtMBhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKjyDkSRJkqTCMxhJkiRJKryyBqOIGBgRz0fEgogY0cD5oRGxNCJqSq+v1Ds3JCJeKL2GlLNOSZIkScXWqlwTR0QFMAboDywGZkTE5Mx8doOud2Tm1zYY+3FgJFANJDCrNPb1ctUrSZIkqbjKuWJ0BLAgM1/MzPeAXwAnNXLsccADmbm8FIYeAAaWqU5JkiRJBVfOYLQP8Jd6x4tLbRs6NSLmRMTdEbHvhxxLRJwfETMjYubSpUubom5JkiRJBVPOYBQNtOUGx78GOmdmJfAgMP5DjK1tzLwpM6szs7pDhw5bXKwkSZKk4ipnMFoM7FvvuCPwcv0OmbksM98tHd4MHN7YsZIkSZLUVMoZjGYAB0REl4jYATgDmFy/Q0TsXe/wRGBe6f39wICIaBcR7YABpTZJkiRJanJl25UuM1dHxNeoDTQVwNjMnBsRVwIzM3My8PWIOBFYDSwHhpbGLo+I71AbrgCuzMzl5apVkiRJUrGVLRgBZOZ9wH0btH273vsrgCs2MnYsMLac9UmSJEkSlPkLXiVJkiRpW2AwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4BiNJkiRJhWcwkiRJklR4ZQ1GETEwIp6PiAURMaKB89+IiGcjYk5E/D4iOtU7tyYiakqvyeWsU5IkSVKxtSrXxBFRAYwB+gOLgRkRMTkzn63X7SmgOjPfiYivAv8X+FLp3MrMrCpXfZIkSZK0TjlXjI4AFmTmi5n5HvAL4KT6HTLzocx8p3T4ONCxjPVIkiRJUoPKGYz2Af5S73hxqW1jvgz8V73jHSNiZkQ8HhEnl6NASZIkSYIy3koHRANt2WDHiLOBaqBvveb9MvPliNgf+ENEPJ2Zf2pg7PnA+QD77bffR69akiRJUuGUc8VoMbBvveOOwMsbdoqIfwL+DTgxM99d156ZL5f+fBGYCnRv6CKZeVNmVmdmdYcOHZquekmSJEmFUc5gNAM4ICK6RMQOwBnAervLRUR34D+pDUVL6rW3i4g2pfftgT5A/U0bJEmSJKnJlO1WusxcHRFfA+4HKoCxmTk3Iq4EZmbmZOAHwK7AXREBsCgzTwS6Av8ZEWupDW/XbLCbnSRJkiQ1mXI+Y0Rm3gfct0Hbt+u9/6eNjJsOdCtnbZIkSZK0Tlm/4FWSJEmStgUGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHgGI0mSJEmFZzCSJEmSVHhlDUYRMTAino+IBRExooHzbSLijtL5JyKic71zV5Tan4+I48pZpyRJkqRiK1swiogKYAzweeDTwKCI+PQG3b4MvJ6Z/xO4Dvh+aeyngTOAQ4CBwE9K80mSJElSkyvnitERwILMfDEz3wN+AZy0QZ+TgPGl93cDn4uIKLX/IjPfzcw/AwtK80mSJElSk2tVxrn3Af5S73gx8JmN9cnM1RGxAtiz1P74BmP3aegiEXE+cH7p8K2IeP6jl65tQXy/pSvQVqg98FpLFyFJTcnfd2qAv+8+mk4NNZYzGEUDbdnIPo0ZW9uYeRNw04crTdL2KCJmZmZ1S9chSVI5+fuuPMp5K91iYN96xx2BlzfWJyJaAbsDyxs5VpIkSZKaRDmD0QzggIjoEhE7ULuZwuQN+kwGhpTe/zPwh8zMUvsZpV3rugAHAE+WsVZJkiRJBVa2W+lKzwx9DbgfqADGZubciLgSmJmZk4GfAbdFxAJqV4rOKI2dGxF3As8Cq4GLMnNNuWqVtN3wtlpJUhH4+64MonaBRpIkSZKKq6xf8CpJkiRJ2wKDkSRJkqTCMxhJ2uZExL4R8VBEzIuIuRHxL6X2j0fEAxHxQunPdi1dqyRJH0VEjI2IJRHxTL22H0TEcxExJyLuiYg9WrLG7YXBSNK2aDXwvzOzK9ALuCgiPg2MAH6fmQcAvy8dS5K0LRsHDNyg7QHg0MysBOYDVzR3Udsjg5GkbU5mvpKZs0vv3wTmAfsAJwHjS93GAye3TIWSJDWNzHyY2t2b67dNyczVpcPHqf3OT31EBiNJ27SI6Ax0B54APpGZr0BteAL2arnKJElqFucC/9XSRWwPDEaStlkRsSswCbgkM//e0vVIktScIuLfqL29fEJL17I9MBhJ2iZFRGtqQ9GEzPxlqflvEbF36fzewJKWqk+SpHKKiCHACcBZ6ReTNgmDkaRtTkQE8DNgXmb+qN6pycCQ0vshwK+auzZJksotIgYClwMnZuY7LV3P9iIMmJK2NRFxJDANeBpYW2r+JrXPGd0J7AcsAk7LzOUNTiJJ0jYgIiYCxwDtgb8BI6ndha4NsKzU7fHMHN4iBW5HDEaSJEmSCs9b6SRJkiQVnsFIkiRJUuEZjCRJkiQVnsFIkiRJUuEZjCRJkiQVnsFIktTiIuKtBtqGR8TgTYw5JiI+W97KJElF0aqlC5AkqSGZeeNmuhwDvAVML2cdEVGRmWvKeQ1JUstzxUiStFWKiFER8a+l91+PiGcjYk5E/CIiOgPDgUsjoiYijoqIDhExKSJmlF596s0zNiKmRsSLEfH1etc4OyKeLM3xnxFRUWp/KyKujIgngN4RcU2961/b7D8MSVLZuWIkSdoWjAC6ZOa7EbFHZr4RETcCb2XmtQARcTtwXWY+EhH7AfcDXUvjDwaOBdoCz0fET4H/CXwJ6JOZ70fET4CzgFuBXYBnMvPbEfFx4GfAwZmZEbFH831sSVJzMRhJkrYFc4AJEXEvcO9G+vwT8OmIWHe8W0S0Lb3/bWa+C7wbEUuATwCfAw4HZpTG7AQsKfVfA0wqvf87sAr4fxHxW+A3TfapJElbDYORJGlbcDxwNHAi8K2IOKSBPh8DemfmyvqNpdDzbr2mNdT+/gtgfGZe0cBcq9Y9V5SZqyPiCGqD1BnA14B+H+3jSJK2Nj5jJEnaqkXEx4B9M/Mh4P8AewC7Am9Se2vcOlOoDS3rxlVtZurfA/8cEXuV+n88Ijo1cP1dgd0z8z7gEmBz80qStkGuGEmStgY7R8Tiesc/qve+Avh5ROxO7SrPdaVnjH4N3B0RJwEXA18HxkTEHGp/vz1M7QYNDcrMZyPi/wOmlMLX+8BFwEsbdG0L/Coidixd/9KP8kElSVunyMyWrkGSJEmSWpS30kmSJEkqPIORJEmSpMIzGEmSJEkqPIORJEmSpMIzGEmSJEkqPIORJEmSpMIzGEmSJEkqvP8fvaDjCo74XnQAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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niyVJv3798txzz23wM0ybNi177rnnBlecVhk+fHjuueeePP7440mSF198MfPnz8+BBx6Yn//85/npT3+aJKuFz1FHHZVvfOMbSVauVq26jmldn+vpp5/OihUr8sEPfjB/+7d/mzlz5nRrbhvLig0AAG/MVnJ75iS54YYbMmHChLz44ovZb7/9cv311ydJrrnmmiTJhAkTVtv+nHPOyYQJEzJo0KD07t07kyZNWm2Vozs+/elP57zzzktbW1tqrRk4cGDXbZGPOuqofPjDH87jjz+e0047LUOHrvzu+ksvvTSjRo3KihUr0qdPn1x99dUZMGBAzjrrrLS1tWXIkCGrXWfT1taW3r1759BDD824ceMyePDgrvcmTpyY8ePHp62tLTvuuGNuuOGGbs+9f//+mTRpUkaPHp2XXnqpa277779/rr322px00knZc889c9RRR+Whhx5KsvKantGjR+eWW27JiBEjsvfee6dfv37Zc8891/q5dthhh4wfPz4rVqxIks22UrWmsqnLb60wdOjQOmvWrJ6eBtBEm/s7FIDW2or+IczGmzdvXg466KCensZWb9KkSZk1a1b+4R/+oaenslm99NJL6dWrV3r37p177703H/nIR9LR0dGSsdb2d62UMrvWOnTNba3YAAAA3fbEE0/k1FNPzYoVK7Lddtvlq1/9ak9PKYmwAQCAlhg3blzGjRvX09PY7N75zneudh3R1sLNAwAAgMYTNgAAQOMJGwAAoPGEDQAA0HhuHgAAwBsy6IZBm/V4D459cLMeb1ONHj06Dz/8cMaPH5/zzz9/i4x52WWX5VOf+lTX83e9612ZOXNmFixYkJkzZ+a0005LksyaNStf+9rX8uUvf3mzjt/kW1RbsQEAgDU89dRTmTlzZubOnbveqHn11Vc367iXXXbZas9nzpyZJFmwYEFuuummrteHDh262aNmc6q1dn0h55YibAAAaJQFCxbkoIMOyplnnpmDDz44o0aNytKlS5MkHR0dGT58eNra2nLyySfnt7/97XqPtWzZsowfPz6DBg3K4MGDc9dddyVJRo0alYULF6a9vT3Tp09fbZ9x48blE5/4RI477rhceOGFeeGFF3LGGWdk2LBhGTx4cL797W8nWbn68b73vS8nnnhiDjjggFxyySVdx7jxxhtz+OGHp729PWeffXaWL1+eiy66KEuXLk17e3s+9KEPJUl23nnnJMlFF12U6dOnp729PVdeeWWmTZuW97znPUmSZ555Ju9///vT1taW4cOHZ+7cuUmSiRMn5owzzsixxx6b/fbbb50hdP3112f//ffPiBEjcs8993S9vmjRonzwgx/MsGHDMmzYsK73Fi1alOOPPz5DhgzJ2WefnQEDBuTpp5/u+nM555xzMmTIkPzXf/1Xpk6dmiOOOCJDhgzJKaeckueffz5JMnv27IwYMSKHHXZYTjjhhPz617/e0B/7BgkbAAAa57HHHstHP/rRPPzww9ltt90yZcqUJMmYMWPy+c9/PnPnzs2gQYNWi4m1ufrqq5MkDz74YG6++eaMHTs2y5Yty+233553vOMd6ejoyNFHH/26/ebPn58777wzX/ziF/PZz342I0eOzAMPPJC77rorF1xwQV544YUkyf3335/Jkyeno6Mj3/zmNzNr1qzMmzcvt9xyS+655550dHSkV69emTx5ci6//PLssMMO6ejoyOTJk1cb7/LLL8/RRx+djo6O160gXXzxxRk8eHDmzp2byy67LGPGjOl679FHH80dd9yR+++/P5dcckleeeWV1fb99a9/nYsvvjj33HNPvv/97+eRRx7peu/jH/94zj///DzwwAOZMmVK/uIv/iJJcskll2TkyJGZM2dOTj755DzxxBNd+/zkJz/JmDFj8uMf/zg77bRTLr300tx5552ZM2dOhg4dmi996Ut55ZVXcu655+bWW2/N7Nmzc8YZZ+Rv/uZv1vvn1B2usQEAoHH23XfftLe3J0kOO+ywLFiwIEuWLMmzzz6bESNGJEnGjh2bU045Zb3HmTFjRs4999wkyYEHHpgBAwZk/vz52WWXXda73ymnnJJevXolSaZOnZrbb789V1xxRZKVq0Cr/rF//PHHZ4899kiSfOADH8iMGTPSu3fvzJ49O8OGDUuSLF26NHvttdem/Bq6PsOqsBs5cmQWL16cJUuWJElOOumk9O3bN3379s1ee+2V3/zmN9lnn3269r3vvvty7LHHpn///kmSP/uzP8v8+fOTJHfeeedqofO73/0uzz33XGbMmJFvfetbSZITTzwxu+++e9c2AwYMyPDhw5MkP/rRj/LII4/kyCOPTJK8/PLLOeKII/KTn/wkDz30UI4//vgkyfLly7P33ntv8udfRdgAANA4ffv27Xrcq1evrlPRNlatdZP222mnnVY7xpQpU3LAAQests19992XUspqr5VSUmvN2LFj87nPfW6Txl7T2j7DqnHX/D2t7ZqgNee4yooVK3Lvvfdmhx122OB4q6z5ezn++ONz8803r7bNgw8+mIMPPjj33nvvOo+zKZyKBgDAm8Kuu+6a3XffveuamK9//etdqzfrcswxx3Sd9jV//vw88cQTrwuUDTnhhBNy1VVXdf2D/8c//nHXe9///vfzzDPPZOnSpbntttty5JFH5t3vfnduvfXWLFy4MMnKa2R+8YtfJEn69OnzutPFkqRfv3557rnnNvgZpk2blj333HODK06r/PEf/3GmTZuWxYsX55VXXsk3v/nNrvdGjRq12t3ROjo6kiRHHXVUvvGNbyRZuVq1ruuYhg8fnnvuuSePP/54kuTFF1/M/Pnzc8ABB2TRokVdYfPKK6/k4Ycf7tZ818eKDQAAb8jWcnvmJLnhhhsyYcKEvPjii9lvv/1y/fXXJ0muueaaJMmECRNW2/6cc87JhAkTMmjQoPTu3TuTJk1abZWjOz796U/nvPPOS1tbW2qtGThwYL7zne8kWRkBH/7wh/P444/ntNNOy9ChQ5Mkl156aUaNGpUVK1akT58+ufrqqzNgwICcddZZaWtry5AhQ1a7zqatrS29e/fOoYcemnHjxmXw4MFd702cODHjx49PW1tbdtxxx9xwww3dnvvee++diRMn5ogjjsjee++dIUOGZPny5UmSL3/5y/noRz+atra2vPrqqznmmGNyzTXX5OKLL87o0aNzyy23ZMSIEdl7773Tr1+/rhsDrNK/f/9MmjQpo0ePzksvvdT1uffff//ceuut+djHPpYlS5bk1VdfzXnnnZeDDz54o37vayqbuvzWCkOHDq2zZs3q6WkATTRx156eAbAxJi7p6RnwBsybNy8HHXRQT09jq9fk74RZn5deeim9evVK7969c++99+YjH/lI12rO5ra2v2ullNm11qFrbmvFBgAA6LYnnngip556alasWJHtttsuX/3qV3t6SkmEDQAAtMS4ceMybty4np7GZvfOd75zteuIthZuHgAAwEbbmi5n4M1pY/+OCRsAADbK9ttvn8WLF4sbWqbWmsWLF2f77bfv9j5ORQMAYKPss88+efLJJ7No0aKengpvYttvv/1qXya6IcIGAICN0qdPn+y77749PQ1YjVPRAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaLzerTx4KWVBkueSLE/yaq11aCvHAwAAtk0tDZtOx9Van94C4wAAANsop6IBAACN1+qwqUmmllJml1LOWtsGpZSzSimzSimzFi1a1OLpAAAAb0atDpsja61DkvxJko+WUo5Zc4Na67W11qG11qH9+/dv8XQAAIA3o5aGTa31V53/XZjkW0kOb+V4AADAtqllYVNK2amU0m/V4ySjkjzUqvEAAIBtVyvvivYHSb5VSlk1zk211n9v4XgAAMA2qmVhU2v9WZJDW3V8AACAVdzuGQAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGq/lYVNK6VVK+XEp5TutHgsAANg2bYkVm48nmbcFxgEAALZRLQ2bUso+SU5K8k+tHAcAANi29W7x8f8uyV8n6beuDUopZyU5K0ne/va3t3g63Tfwou/29BSAjbBg+56eAQDQk1q2YlNKeU+ShbXW2evbrtZ6ba11aK11aP/+/Vs1HQAA4E2slaeiHZnkvaWUBUn+JcnIUsqNLRwPAADYRrUsbGqtn6y17lNrHZjkz5P8R6319FaNBwAAbLt8jw0AANB4rb55QJKk1jotybQtMRYAALDtsWIDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjbTBsSik/6M5rAAAAPaX3ut4opWyfZMcke5ZSdk9SOt/aJclbt8DcAAAAumWdYZPk7CTnZWXEzM7vw+Z3Sa5u8bwAAAC6bZ1hU2v9+yR/X0o5t9Z61RacEwAAwEZZ34pNkqTWelUp5V1JBr52+1rr11o4LwAAgG7bYNiUUr6e5B1JOpIs73y5JhE2AADAVmGDYZNkaJI/qrXWVk8GAABgU3Tne2weSvJ/tHoiAAAAm6o7KzZ7JnmklHJ/kpdWvVhrfW/LZgUAALARuhM2E1s9CQAAgDeiO3dF++GWmAgAAMCm6s5d0Z7LyrugJcl2SfokeaHWuksrJwYAANBd3Vmx6ffa56WU9yc5vGUzAgAA2EjduSvaamqttyUZ2YK5AAAAbJLunIr2gdc8fUtWfq+N77QBAAC2Gt25K9qfvubxq0kWJHlfS2YDAACwCbpzjc34LTERAACATbXBa2xKKfuUUr5VSllYSvlNKWVKKWWfLTE5AACA7ujOzQOuT3J7krcmeVuSf+t8DQAAYKvQnbDpX2u9vtb6aufPpCT9WzwvAACAbutO2DxdSjm9lNKr8+f0JItbPTEAAIDu6k7YnJHk1CRPJfl1kv/V+RoAAMBWoTt3RXsiyXu3wFwAAAA2SXe+oHPfJOcmGfja7Wut642dUsr2Se5O0rdzv1trrRe/kckCAACsTXe+oPO2JP+clXdDW7ERx34pycha6/OllD5JZpRS/r9a6482YZ4AAADr1J2wWVZr/fLGHrjWWpM83/m0T+dP3djjAAAAbEh3wubvSykXJ5malaswSZJa65wN7VhK6ZVkdpL/nuTqWut9a9nmrCRnJcnb3/72bk4bAADg97oTNoOSfDjJyPz+VLTa+Xy9aq3Lk7SXUnZL8q1SyiG11ofW2ObaJNcmydChQ63oAAAAG607YXNykv1qrS9v6iC11mdLKdOSnJjkoQ1sDgAAsFG68z02/5lkt409cCmlf+dKTUopOyT5H0ke3djjAAAAbEh3Vmz+IMmjpZQH8vtrbGqt9X0b2G/vJDd0XmfzliTfqLV+Z9OnCgAAsHbdCZvXfvdMSXJUktEb2qnWOjfJ4E2cFwAAQLdt8FS0WusPkyxJclKSSUneneSa1k4LAACg+9a5YlNK2T/Jn2fl6sziJLckKbXW47bQ3AAAALkVkWwAAAn5SURBVLplfaeiPZpkepI/rbU+niSllPO3yKwAAAA2wvpORftgkqeS3FVK+Wop5d1ZeY0NAADAVmWdYVNr/Vat9c+SHJhkWpLzk/xBKeUrpZRRW2h+AAAAG9Sdmwe8UGudXGt9T5J9knQkuajlMwMAAOim7nxBZ5da6zO11v9dax3ZqgkBAABsrI0KGwAAgK2RsAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGa1nYlFL+sJRyVyllXinl4VLKx1s1FgAAsG3r3cJjv5rk/6q1ziml9Esyu5Ty/VrrIy0cEwAA2Aa1bMWm1vrrWuuczsfPJZmX5G2tGg8AANh2bZFrbEopA5MMTnLfWt47q5Qyq5Qya9GiRVtiOgAAwJtMy8OmlLJzkilJzqu1/m7N92ut19Zah9Zah/bv37/V0wEAAN6EWho2pZQ+WRk1k2ut/9rKsQAAgG1XK++KVpL8c5J5tdYvtWocAACAVq7YHJnkw0lGllI6On/+ZwvHAwAAtlEtu91zrXVGktKq4wMAAKyyRe6KBgAA0ErCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPF69/QEAIBtz6AbBvX0FIBuenDsgz09hW6xYgMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABqvZWFTSrmulLKwlPJQq8YAAABIWrtiMynJiS08PgAAQJIWhk2t9e4kz7Tq+AAAAKv0+DU2pZSzSimzSimzFi1a1NPTAQAAGqjHw6bWem2tdWitdWj//v17ejoAAEAD9XjYAAAAvFHCBgAAaLxW3u755iT3JjmglPJkKeX/bNVYAADAtq13qw5cax3dqmMDAAC8llPRAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gAAACNJ2wAAIDGEzYAAEDjCRsAAKDxhA0AANB4wgYAAGg8YQMAADSesAEAABpP2AAAAI0nbAAAgMYTNgAAQOMJGwAAoPGEDQAA0HjCBgAAaDxhAwAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeC0Nm1LKiaWUn5RSHi+lXNTKsQAAgG1Xy8KmlNIrydVJ/iTJHyUZXUr5o1aNBwAAbLtauWJzeJLHa60/q7W+nORfkryvheMBAADbqN4tPPbbkvzXa54/meSP19yolHJWkrM6nz5fSvlJC+cEvEmVnp4AsJEe6ukJ0Bp7Jnm6pyfB5lXGbXX/lx2wthdbGTZr+w3U171Q67VJrm3hPAAA2AJKKbNqrUN7eh5sm1p5KtqTSf7wNc/3SfKrFo4HAABso1oZNg8keWcpZd9SynZJ/jzJ7S0cDwAA2Ea17FS0WuurpZS/THJHkl5Jrqu1Ptyq8QAA6HEuL6DHlFpfd9kLAABAo7T0CzoBAAC2BGEDAAA0nrABAGCjlVKuK6UsLKU89JrXJpZSfllK6ej8+Z89OUe2LcIGAIBNMSnJiWt5/cpaa3vnz/e28JzYhgkbAAA2Wq317iTP9PQ8YBVhAwDA5vSXpZS5naeq7d7Tk2HbIWwAANhcvpLkHUnak/w6yRd7djpsS4QNAACbRa31N7XW5bXWFUm+muTwnp4T2w5hAwDAZlFK2fs1T09O8tC6toXNrXdPTwAAgOYppdyc5Ngke5ZSnkxycZJjSyntSWqSBUnO7rEJss0ptdaengMAAMAb4lQ0AACg8YQNAADQeMIGAABoPGEDAAA0nrABAAAaT9gA8IaVUp5fy2sTSilj1rPPsaWUd7V2ZgBsK3yPDQAtUWu9ZgObHJvk+SQzWzmPUkqvWuvyVo4BQM+zYgNAS5RSJpZS/qrz8cdKKY+UUuaWUv6llDIwyYQk55dSOkopR5dS+pdSppRSHuj8OfI1x7mulDKtlPKzUsrHXjPG6aWU+zuP8b9LKb06X3++lPL/lFLuS3JEKeXy14x/xRb/ZQDQclZsANgSLkqyb631pVLKbrXWZ0sp1yR5vtZ6RZKUUm5KcmWtdUYp5e1J7khyUOf+ByY5Lkm/JD8ppXwlyX9P8mdJjqy1vlJK+cckH0rytSQ7JXmo1vqZUsp/S/LPSQ6stdZSym5b7mMDsKUIGwC2hLlJJpdSbkty2zq2+R9J/qiUsur5LqWUfp2Pv1trfSnJS6WUhUn+IMm7kxyW5IHOfXZIsrBz++VJpnQ+/l2SZUn+qZTy3STf2WyfCoCthrABYEs4KckxSd6b5NOllIPXss1bkhxRa1362hc7o+Wl17y0PCv//1WS3FBr/eRajrVs1XU1tdZXSymHZ2UI/XmSv0wy8o19HAC2Nq6xAaClSilvSfKHtda7kvx1kt2S7Jzkuaw8tWyVqVkZHav2a9/AoX+Q5H+VUvbq3P6/lVIGrGX8nZPsWmv9XpLzkmzouAA0kBUbADaHHUspT77m+Zde87hXkhtLKbtm5SrLlZ3X2PxbkltLKe9Lcm6SjyW5upQyNyv//3R3Vt5gYK1qrY+UUv7vJFM74+mVJB9N8os1Nu2X5NullO07xz//jXxQALZOpdba03MAAAB4Q5yKBgAANJ6wAQAAGk/YAAAAjSdsAACAxhM2AABA4wkbAACg8YQNAADQeP8/EZ6+/8QAqQcAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def v_repetition_degree_per_talker_listener_pair(filename):\n",
    "    with open(filename, 'r') as file:\n",
    "        res = json.load(file)\n",
    "        for (flow_id, pairs) in res.items():\n",
    "            fig, ax = plt.subplots(figsize=(14,7))\n",
    "            dest_id_list = []\n",
    "            no_of_routes_list = []\n",
    "            no_of_repetition_edges_list = []\n",
    "            no_of_repetition_degree_list = []\n",
    "            for pair in pairs:\n",
    "                dest_id_list.append(pair[1])\n",
    "                no_of_routes_list.append(pair[2])\n",
    "                no_of_repetition_edges_list.append(pair[3])\n",
    "                no_of_repetition_degree_list.append(pair[4])\n",
    "            labels = ['{}'.format(dest_id) for dest_id in dest_id_list]\n",
    "            ax.bar(np.arange(len(dest_id_list))+BAR_WIDTH*0, no_of_routes_list, width=BAR_WIDTH, tick_label=labels, label='no. of routes')\n",
    "            ax.bar(np.arange(len(dest_id_list))+BAR_WIDTH*1, no_of_repetition_edges_list, width=BAR_WIDTH, tick_label=labels, label='no. of repetition edges')\n",
    "            ax.bar(np.arange(len(dest_id_list))+BAR_WIDTH*2, no_of_repetition_degree_list, width=BAR_WIDTH, tick_label=labels, label='no. of repetition degree')\n",
    "            ax.legend()\n",
    "            ax.set_title('flow {}'.format(flow_id))\n",
    "            ax.set_xlabel('Listeners')\n",
    "            ax.set_ylabel('Amount')\n",
    "\n",
    "\n",
    "filenames = os.listdir(DIR_NAME)\n",
    "for filename in filenames:\n",
    "    if os.path.splitext(filename)[1] == '.json':\n",
    "        v_repetition_degree_per_talker_listener_pair(os.path.join(DIR_NAME, filename))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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oxYHyIxQDSZxLMTIgFAfjs8t511K8Fq80W1Eb7f0Xxet2dUQ8TzEQQ9dv9zTr5zdQ3ET9a+CMzLy67S0v7Edxv8Ez8bff6tm/lzonAReUr+MnyrIHKZKYdShu3H+J15/d69T7KO5Zm0hxoNkV2/sBMvM+4DCKA+4nKN6jn+tkBeX9HH/uelD054XldNcljBdRHFA+THF26SOZ+dpibFejIyhe+z9T9LsptOg/3VxKcXZ7OsXIYeeV5V+hGPTk2bL8Z10VGvrfBhQjN84G/r57w1n8btjJwHXlmbPrKM7Q/TkiWp01/xxwctl3v0zxxUFXm49R9OF/odjP0+l2/1+Z9B9KcXbl0oZEu12Lsz/7Qzv7vtl7/18pEsnnKc6e9ZT09Pial18OvNAkpg0pPpteoLhU/HtZ3Av2KsWl4ruWsXyP4guIP/Rlw6UqRftffEv1Vl4S8meKYUS734itCkTEZIqRu1rdIF1LEfFZYN/M7H7T9OK2az+vgYj4GvDWzDxwsGNZFixL+zMikuIyuxltLPsDYEZmnlx9ZFL1PGMktW8NihvGPVjUgIuIt0XEduUljRtTfBvebHSzxWE/XwZFxDsjYvMojKf4nakq+k8tuD8XfYmyMcVZKWmZYGIktSmLIbe/P5DrjIhJDZf1ND56G01pUHRdZtHTY7BjGyjlZZc97YMTFrPp5SmG1X2e4nKjSykuSelXnfbzxd3e/uwzEXFfk7Z6u1yvTyJidLPYI2J07y20vZ7+2K5VKC63mkdx2dk3KC4hq/17to8q359Lwef/nyl+sPWSwQ5E6i9eSidJkiSp9jxjJEmSJKn2lqkfeF1rrbVyzJgxgx2GJEmSpCXU7bff/lRmjuxevkwlRmPGjGHatGmDHYYkSZKkJVREPNpTuZfSSZIkSao9EyNJkiRJtWdiJEmSJKn2lql7jCRJkqTevPbaa8yePZuXX355sENRhYYPH86oUaMYNmxYW8ubGEmSJKlWZs+ezSqrrMKYMWOIiMEORxXITJ5++mlmz57N+uuv31YdL6WTJElSrbz88susueaaJkXLsIhgzTXX7OisoImRJEmSasekaNnX6WtsYiRJkiSp9rzHSJIkSbU25rgr+rW9mafv3q/tdeL6669n+eWX533vex8AkyZNYqWVVuKAAw5g8uTJTJw4kbXXXhuAQw45hKOPPppNN920X2MYM2YM06ZNY6211urXdqtmYiRJkiQNkswkM1luuf65kOv6669nxIgRixKjww47bNG8yZMns9lmmy1KjM4999x+WWdV5s+fz9ChA5eueCmdJEmSNIBmzpzJJptswuc+9zm22morZs2axdVXX8173/tettpqK/bZZx9eeOEFoDj7cuyxxzJ+/HjGjx/PjBkzAHjyySf5+Mc/ztZbb83WW2/NzTffzMyZM5k0aRLf+ta3GDt2LDfddBMnnXQSZ5xxBhdffDHTpk1j//33Z+zYsbz00ktMmDCBadOmATBlyhTe/e53s9lmm3HssccuinXEiBF84QtfYIsttmDbbbflL3/5yxu25+mnn2bixIlsueWWfOYznyEzF8370Y9+xPjx4xk7diyf+cxnWLBgAQDnnXceG220ERMmTODTn/40RxxxBAAHHXQQRx99NDvttBPHHnss8+bN4+CDD2brrbdmyy235NJLLwVgwYIFHHPMMWy99dZsvvnmnHXWWYv9upgYSZIkSQPswQcf5IADDuDOO+9k5ZVX5tRTT+Xaa6/ljjvuYNy4cXzzm99ctOyqq67KbbfdxhFHHMGRRx4JwOc//3mOOuoopk6dyiWXXMIhhxzCmDFjOOywwzjqqKOYPn0673//+xe1sffeezNu3DguvPBCpk+fzoorrrho3pw5czj22GO57rrrmD59OlOnTuUXv/gFAPPmzWPbbbflrrvuYocdduCcc855w7Z85StfYfvtt+fOO+9kjz324LHHHgPggQce4KKLLuLmm29m+vTpDBkyhAsvvJA5c+ZwyimncOutt3LNNdfwhz/84XXtPfTQQ1x77bV84xvf4Ktf/Sof+MAHmDp1Kr/5zW845phjmDdvHueddx6rrbYaU6dOZerUqZxzzjk88sgji/WaeCmdJEmSNMDWW289tt12WwBuvfVW7r//frbbbjsAXn31Vd773vcuWna//fZb9Peoo44C4Nprr+X+++9ftMxzzz3H888/36dYpk6dyoQJExg5ciQA+++/PzfeeCMf+9jHWH755fnIRz4CwHve8x6uueaaN9S/8cYb+dnPfgbA7rvvzuqrrw7Ar3/9a26//Xa23nprAF566SXe/OY3c9ttt7HjjjuyxhprALDPPvvw0EMPLWpvn332YciQIQBcffXVXHbZZZxxxhlAMdT6Y489xtVXX83dd9/NxRdfDMCzzz7LH//4x7Z/s6gnlSVGEbEu8APgrcBC4OzM/K9uywTwX8BuwIvAQZl5RznvQOCL5aKnZuYFVcUqSZIkDaSVV1550fPM5MMf/jBTpkzpcdnGYae7ni9cuJBbbrnldWd++qrx0rfuhg0btmidQ4YMYf78+b3G2NjugQceyGmnnfa68p///Oct4+m+by655BI23njjN7R95plnsvPOO7dsqxNVXko3H/iXzNwE2BY4PCK6D3mxK7Bh+TgU+D5ARKwBnAhsA4wHToyI1SuMVZIkSRoU2267LTfffPOi+4defPHF151Bueiiixb97TqTNHHiRL7zne8sWmb69OkArLLKKk3PHDWbt80223DDDTfw1FNPsWDBAqZMmcKOO+7Ydvw77LADF154IQBXXXUVzzzzDAAf/OAHufjii3niiScAmDt3Lo8++ijjx4/nhhtu4JlnnmH+/PlccsklTdveeeedOfPMMxclb3feeeei8u9///u89tprQHH53bx589qOuSeVnTHKzMeBx8vnz0fEA8A6wP0Ni+0J/CCLLb01It4UEW8DJgDXZOZcgIi4BtgF6DmNliRJkvpoMIfXBhg5ciSTJ09mv/3245VXXgHg1FNPZaONNgLglVdeYZtttmHhwoWLzip9+9vf5vDDD2fzzTdn/vz57LDDDkyaNImPfvSj7L333lx66aWceeaZr1vPQQcdxGGHHcaKK67ILbfcsqj8bW97G6eddho77bQTmcluu+3Gnnvu2Xb8J554Ivvttx9bbbUVO+64I6NHjwZg00035dRTT2XixIksXLiQYcOG8d3vfpdtt92WE044gW222Ya1116bTTfdlNVWW63Htr/0pS9x5JFHsvnmm5OZjBkzhssvv5xDDjmEmTNnstVWW5GZjBw5ctF9UX0VrU6d9ZeIGAPcCGyWmc81lF8OnJ6Zvy2nfw0cS5EYDc/MU8vyLwEvZeYZPbR9KMXZJkaPHv2eRx99tNJtkSRJg6P7b80M9sGsll4PPPAAm2yyyWCH0Zal9TeBevPCCy8wYsQI5s+fz1577cXBBx/MXnvt1e/r6em1jojbM3Nc92UrH5UuIkYAlwBHNiZFXbN7qJItyt9YmHl2Zo7LzHFdN4xJkiRJWnKddNJJjB07ls0224z111+fj33sY4MdUrWj0kXEMIqk6MLM/FkPi8wG1m2YHgXMKcsndCu/vpooJUmSpCXTzJkzBzuESnSNMrckqeyMUTni3HnAA5n5zSaLXQYcEIVtgWfLe5N+BUyMiNXLQRcmlmWSJEnSYhuI20k0uDp9jas8Y7Qd8EngnoiYXpadAIwGyMxJwJUUQ3XPoBiu+x/LeXMj4hRgalnv5K6BGCRJkqTFMXz4cJ5++mnWXHPNHoeZ1tIvM3n66acZPnx423WqHJXut/R8r1DjMgkc3mTe+cD5FYQmSZKkGhs1ahSzZ8/mySefHOxQVKHhw4czatSotpev9B4jSZIkaUkzbNgw1l9//cEOQ0uYykelkyRJkqQlnYmRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqz8RIkiRJUu2ZGEmSJEmqPRMjSZIkSbVnYiRJkiSp9kyMJEmSJNWeiZEkSZKk2jMxkiRJklR7JkaSJEmSas/ESJIkSVLtmRhJkiRJqj0TI0mSJEm1Z2IkSZIkqfZMjCRJkiTVnomRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqb2hVDUfE+cBHgCcyc7Me5h8D7N8QxybAyMycGxEzgeeBBcD8zBxXVZySJEmSVOUZo8nALs1mZubXM3NsZo4FjgduyMy5DYvsVM43KZIkSZJUqcoSo8y8EZjb64KF/YApVcUiSZIkSa1UdilduyJiJYozS0c0FCdwdUQkcFZmnt2i/qHAoQCjR4+uMlRJ0lJizHFXvG565um7D1IkkqSlxZIw+MJHgZu7XUa3XWZuBewKHB4ROzSrnJlnZ+a4zBw3cuTIqmOVJEmStAxaEhKjfel2GV1mzin/PgH8HBg/CHFJkiRJqolBTYwiYjVgR+DShrKVI2KVrufARODewYlQkiRJUh1UOVz3FGACsFZEzAZOBIYBZOakcrG9gKszc15D1bcAP4+Irvh+nJn/W1WckiRJklRZYpSZ+7WxzGSKYb0byx4GtqgmKkmSJEl6oyXhHiNJkiRJGlQmRpIkSZJqz8RIkiRJUu2ZGEmSJEmqPRMjSZIkSbVnYiRJkiSp9kyMJEmSJNWeiZEkSZKk2jMxkiRJklR7Qwc7AEmSJHVuzHFXLHo+8/TdBzESadngGSNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqz8RIkiRJUu2ZGEmSJEmqPRMjSZIkSbVnYiRJkiSp9kyMJEmSJNWeiZEkSZKk2jMxkiRJklR7JkaSJEmSas/ESJIkSVLtmRhJkiRJqj0TI0mSJEm1Z2IkSZIkqfZMjCRJkiTVnomRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2KkuMIuL8iHgiIu5tMn9CRDwbEdPLx5cb5u0SEQ9GxIyIOK6qGCVJkiQJqj1jNBnYpZdlbsrMseXjZICIGAJ8F9gV2BTYLyI2rTBOSZIkSTVXWWKUmTcCc/tQdTwwIzMfzsxXgZ8Ae/ZrcJIkSZLUYLDvMXpvRNwVEVdFxLvKsnWAWQ3LzC7LehQRh0bEtIiY9uSTT1YZqyRJkqRl1GAmRncA62XmFsCZwC/K8uhh2WzWSGaenZnjMnPcyJEjKwhTkiRJ0rJu0BKjzHwuM18on18JDIuItSjOEK3bsOgoYM4ghChJkiSpJgYtMYqIt0ZElM/Hl7E8DUwFNoyI9SNieWBf4LLBilOSJEnSsm9oVQ1HxBRgArBWRMwGTgSGAWTmJGBv4LMRMR94Cdg3MxOYHxFHAL8ChgDnZ+Z9VcUpSZIkSZUlRpm5Xy/zvwN8p8m8K4Erq4hLkiRJkrob7FHpJEmSJGnQmRhJkiRJqj0TI0mSJEm1Z2IkSZIkqfZMjCRJkiTVnomRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaGzrYAUiSpObGHHfFouczT999ECORpGWbZ4wkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqz8RIkiRJUu2ZGEmSJEmqPRMjSZIkSbVnYiRJkiSp9kyMJEmSJNWeiZEkSZKk2jMxkiRJklR7JkaSJEmSas/ESJIkSVLtmRhJkiRJqj0TI0mSJEm1Z2IkSZIkqfZMjCRJkiTVXtuJUUSsXGUgkiRJkjRYek2MIuJ9EXE/8EA5vUVEfK/yyCRJkiRpgLRzxuhbwM7A0wCZeRewQ5VBSZIkSdJAautSusyc1a1oQQWxSJIkSdKgaCcxmhUR7wMyIpaPiH+lvKyulYg4PyKeiIh7m8zfPyLuLh+/i4gtGubNjIh7ImJ6RExre2skSZIkqQ/aSYwOAw4H1s5l7i8AACAASURBVAFmA2PL6d5MBnZpMf8RYMfM3Bw4BTi72/ydMnNsZo5rY12SJEmS1GdDe1sgM58C9u+04cy8MSLGtJj/u4bJW4FRna5DkiRJkvpDO6PSbRQRv+66JC4iNo+IL/ZzHJ8CrmqYTuDqiLg9Ig7tJb5DI2JaREx78skn+zksSZIkSXXQzqV05wDHA68BZObdwL79FUBE7ESRGB3bULxdZm4F7AocHhFNR8HLzLMzc1xmjhs5cmR/hSVJkiSpRtpJjFbKzNu6lc3vj5VHxObAucCemfl0V3lmzin/PgH8HBjfH+uTJEmSpJ60kxg9FRHvoLi8jYjYG3h8cVccEaOBnwGfzMyHGspXjohVup4DE4EeR7aTJEmSpP7Q6+ALFCPQnQ28MyL+RDGaXK+DMUTEFGACsFZEzAZOBIYBZOYk4MvAmsD3IgJgfjkC3VuAn5dlQ4EfZ+b/drZZkiRJktS+lolRRCwHjMvMD5Vnb5bLzOfbaTgz9+tl/iHAIT2UPwxs8cYakiRJklSNlpfSZeZC4Ijy+bx2kyJJkiRJWpq0c4/RNRHxrxGxbkSs0fWoPDJJkiRJGiDt3GN0cPn38IayBN7e/+FIkiRJ0sDrNTHKzPUHIhBJkiRJGiy9JkYR8Xc9FD8L3FP+zpAkSZIkLdXauZTuU8B7gd+U0xOAW4GNIuLkzPxhRbFJkiRJ0oBoJzFaCGySmX8BiIi3AN8HtgFuBEyMJEmSJC3V2hmVbkxXUlR6AtgoM+cCr1UTliRJkiQNnHbOGN0UEZcD/1NO7w3cWP7g618ri0ySJEmSBkg7idHhwN8B2wMBXABckpkJ7FRhbJIkSZI0INoZrjsjYhrwbGZeGxErASOA5yuPTpIkSZIGQK/3GEXEp4GLgbPKonWAX1QZlCRJkiQNpHYGXzgc2A54DiAz/wi8ucqgJEmSJGkgtZMYvZKZr3ZNRMRQIKsLSZIkSZIGVjuJ0Q0RcQKwYkR8mGJ0ul9WG5YkSZIkDZx2EqPjgCeBe4DPAFcCX6wyKEmSJEkaSO2MSrcQOKd8SJIkSdIyp2liFBH30OJeoszcvJKIJEmSJGmAtTpj9JHy7+Hl3x+Wf/cHXqwsIkmSJNXGmOOuWPR85um7D2IkqrumiVFmPgoQEdtl5nYNs46LiJuBk6sOTpIkSZIGQjuDL6wcEdt3TUTE+4CVqwtJkiRJkgZWr4MvAJ8Czo+I1SjuOXoWOLjSqCRJkiRpALUzKt3twBYRsSoQmfls9WFJkiRJ0sBp54wRAJn5XJWBSJIkSdJgaeceI0mSJElappkYSZIkSaq9ti6lK0eiG9O4fGb+oKKYJEmSJGlA9ZoYRcQPgXcA04EFZXECJkaSJEmSlgntnDEaB2yamVl1MJIkSZI0GNq5x+he4K1VByJJkiRJg6WdM0ZrAfdHxG3AK12FmblHZVFJkiRJ0gBqJzE6qeogJEmSJGkw9ZoYZeYNEfEWYOuy6LbMfKLasCRJkiRp4PR6j1FEfAK4DdgH+ATw+4jYu+rAJEmSJGmgtHMp3ReArbvOEkXESOBa4OIqA5MkSZKkgdLOqHTLdbt07uk260mSJEnSUqGdM0b/GxG/AqaU038PXFldSJIkSZI0sHo985OZxwBnA5sDWwBnZ+ax7TQeEedHxBMRcW+T+RER346IGRFxd0Rs1TDvwIj4Y/k4sL3NkSRJkqTOtXPGiMy8BLikD+1PBr4D/KDJ/F2BDcvHNsD3gW0iYg3gRGAckMDtEXFZZj7ThxgkSZIkqaWmZ4wi4rfl3+cj4rmGx/MR8Vw7jWfmjcDcFovsCfwgC7cCb4qItwE7A9dk5twyGboG2KXdjZIkSZKkTjQ9Y5SZ25d/V6lw/esAsxqmZ5dlzcrfICIOBQ4FGD16dDVRatCNOe6K103PPH33QYpEkiRJy6J2fsfoh+2U9VH0UJYtyt9YmHl2Zo7LzHEjR47sp7AkSZIk1Uk7w26/q3EiIoYC7+mn9c8G1m2YHgXMaVEuSZIkSf2u1T1Gx0fE88DmjfcXAX8BLu2n9V8GHFCOTrct8GxmPg78CpgYEatHxOrAxLJMkiRJkvpdq3uMTgNOi4jTMvP4vjQeEVOACcBaETGbYqS5YWX7kyh+D2k3YAbwIvCP5by5EXEKMLVs6uTMbDWIgyRJkiT1WdPEKCLemZl/AP6n8feFumTmHb01npn79TI/gcObzDsfOL+3dUiSJEnS4mr1O0ZHU4z29o0e5iXwgUoikiRJkqQB1upSukPLp7tm5suN8yJieKVRSZIkSdIAamdUut+1WSZJkiRJS6VW9xi9leJHVVeMiC35228LrQqsNACxSZIkSdKAaHWP0c7AQRS/IfTNhvLngBMqjEmqxJjjrlj0fObpuw9iJJIkSVrStLrH6ALggoj4eGZeMoAxSZIkSdKAauceo5sj4ryIuAogIjaNiE9VHJckSZIkDZh2EqP/Bn4FrF1OPwQcWVlEkiRJkjTA2kmM1srMnwILATJzPrCg0qgkSZIkaQC1kxjNi4g1KX7UlYjYFni20qgkSZIkaQC1GpWuy9HAZcA7IuJmYCSwd6VRSZIkSdIA6jUxysw7ImJHYGOK3zJ6MDNfqzwySZIkSRogvSZGETEc+BywPcXldDdFxKTMfLnq4CRJkiRpILRzKd0PgOeBM8vp/YAfAvtUFZQkSZIkDaR2EqONM3OLhunfRMRdVQUkSZIkSQOtnVHp7ixHogMgIrYBbq4uJEmSJEkaWO2cMdoGOCAiHiunRwMPRMQ9QGbm5pVFJ0mSJEkDoJ3EaJfKo5AkSZKkQdTrpXSZ+SiwLvCB8vk8YLnMfLScliRJkqSlWq+JUUScCBwLHF8WLQ/8qMqgJEmSJGkgtTP4wl7AHhRnisjMOcAqVQYlSZIkSQOpncTo1cxMih93JSJWrjYkSZIkSRpY7SRGP42Is4A3RcSngWuBc6sNS5IkSZIGTq+j0mXmGRHxYeA5YGPgy5l5TeWRSZIkSdIAaWe4bspE6BqAiBgSEftn5oWVRqZlxpjjrnjd9MzTdx+kSCRJkqSeNb2ULiJWjYjjI+I7ETExCkcADwOfGLgQJUmSJKlarc4Y/RB4BrgFOAQ4hmKo7j0zc/oAxCZJkiRJA6JVYvT2zHw3QEScCzwFjM7M5wckMkmSJEkaIK1GpXut60lmLgAeMSmSJEmStCxqdcZoi4h4rnwewIrldACZmatWHp0kSZIkDYCmiVFmDhnIQCRJ6tI4mqUjWUqSBkI7P/AqSZIkScs0EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaqzQxiohdIuLBiJgREcf1MP9bETG9fDwUEX9tmLegYd5lVcYpSZIkqd5a/Y7RYomIIcB3gQ8Ds4GpEXFZZt7ftUxmHtWw/D8BWzY08VJmjq0qPkmSJEnqUuUZo/HAjMx8ODNfBX4C7Nli+f2AKRXGI0mSJEk9qjIxWgeY1TA9uyx7g4hYD1gfuK6heHhETIuIWyPiY81WEhGHlstNe/LJJ/sjbkmSJEk1U2ViFD2UZZNl9wUuzswFDWWjM3Mc8A/Af0bEO3qqmJlnZ+a4zBw3cuTIxYtYkiRJUi1VmRjNBtZtmB4FzGmy7L50u4wuM+eUfx8Gruf19x9JkiRJUr+pMjGaCmwYEetHxPIUyc8bRpeLiI2B1YFbGspWj4gVyudrAdsB93evK0mSJEn9obJR6TJzfkQcAfwKGAKcn5n3RcTJwLTM7EqS9gN+kpmNl9ltApwVEQspkrfTG0ezkyRJkqT+VFliBJCZVwJXdiv7crfpk3qo9zvg3VXGJkmSJEldKv2BV0mSJElaGpgYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqz8RIkiRJUu0NHewAJEmSliZjjrti0fOZp+8+iJGoP/m6yjNGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqz8RIkiRJUu2ZGEmSJEmqPRMjSZIkSbVnYiRJkiSp9kyMJEmSJNXe0MEOQJIkLfnGHHfFouczT999ECORpGp4xkiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqzx94lSSpIo0/igr+MKokLck8YyRJkiSp9kyMJEmSJNVepYlRROwSEQ9GxIyIOK6H+QdFxJMRMb18HNIw78CI+GP5OLDKOCVJkiTVW2X3GEXEEOC7wIeB2cDUiLgsM+/vtuhFmXlEt7prACcC44AEbi/rPlNVvJIkSZLqq8ozRuOBGZn5cGa+CvwE2LPNujsD12Tm3DIZugbYpaI4JUmSJNVclaPSrQPMapieDWzTw3Ifj4gdgIeAozJzVpO66/S0kog4FDgUYPTo0f0QtqSB0jhil6N1SZKkwVTlGaPooSy7Tf8SGJOZmwPXAhd0ULcozDw7M8dl5riRI0f2OVhJkiRJ9VVlYjQbWLdhehQwp3GBzHw6M18pJ88B3tNuXUmSJEnqL1UmRlOBDSNi/YhYHtgXuKxxgYh4W8PkHsAD5fNfARMjYvWIWB2YWJZJkiRJUr+r7B6jzJwfEUdQJDRDgPMz876IOBmYlpmXAf8cEXsA84G5wEFl3bkRcQpFcgVwcmbOrSpWSZIkSfVW5eALZOaVwJXdyr7c8Px44Pgmdc8Hzq8yPkmSJEmCihMjSZIkSe1pHK0VHLF1oFV5j5EkSZIkLRVMjCRJkiTVnomRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqz8RIkiRJUu2ZGEmSJEmqPRMjSZIkSbVnYiRJkiSp9kyMJEmSJNWeiZEkSZKk2jMxkiRJklR7JkaSJEmSas/ESJIkSVLtmRhJkiRJqr2hgx2AJC0Lxhx3xaLnM0/ffbHq97UNSZLUd54xkiRJklR7JkaSJEmSas/ESJIkSVLtmRhJkiRJqj0TI0mSJEm1Z2IkSZIkqfZMjCRJkiTVnomRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7VWaGEXELhHxYETMiIjjeph/dETcHxF3R8SvI2K9hnkLImJ6+bisyjglSZIk1dvQqhqOiCHAd4EPA7OBqRFxWWbe37DYncC4zHwxIj4L/Afw9+W8lzJzbFXxSZIkSVKXKs8YjQdmZObDmfkq8BNgz8YFMvM3mfliOXkrMKrCeCRJkiSpR1UmRusAsxqmZ5dlzXwKuKphenhETIuIWyPiY1UEKEmSJElQ4aV0QPRQlj0uGPH/gHHAjg3FozNzTkS8HbguIu7JzP/roe6hwKEAo0ePXvyoJUmSJNVOlWeMZgPrNkyPAuZ0XygiPgR8AdgjM1/pKs/MOeXfh4HrgS17Wklmnp2Z4zJz3MiRI/svekmSJEm1UWViNBXYMCLWj4jlgX2B140uFxFbAmdRJEVPNJSvHhErlM/XArYDGgdtkCRJkqR+U9mldJk5PyKOAH4FDAHOz8z7IuJkYFpmXgZ8HRgB/E9EADyWmXsAmwBnRcRCiuTt9G6j2UmSJElSv6nyHiMy80rgym5lX254/qEm9X4HvLvK2CRJkiSpS6U/8CpJkiRJSwMTI0mSJEm1Z2IkSZIkqfZMjCRJkiTVnomRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtTd0sAOQJEkaKGOOu2LR85mn7z6IkUha0njGSJIkSVLtmRhJkiRJqj0TI0mSJEm1Z2IkSZIkqfZMjCRJkiTVnomRJEmSpNozMZIkSZJUeyZGkiRJkmrPxEiSJElS7ZkYSZIkSao9EyNJkiRJtWdiJEmSJKn2TIwkSZIk1Z6JkSRJkqTaMzGSJEmSVHsmRpIkSZJqz8RIkiRJUu2ZGEmSJEmqPRMjSZIkSbVnYiRJkiSp9kyMJEmSJNWeiZEkSZKk2jMxkiRJklR7JkaSJEmSas/ESJIkSVLtmRhJkiRJqr1KE6OI2CUiHoyIGRFxXA/zV4iIi8r5v4+IMQ3zji/LH4yInauMU5IkSVK9VZYYRcQQ4LvArsCmwH4RsWm3xT4FPJOZGwDfAr5W1t0U2Bd4F7AL8L2yPUmSJEnqd1WeMRoPzMjMhzPzVeAnwJ7dltkTuKB8fjHwwYiIsvwnmflKZj4CzCjbkyRJkqR+F5lZTcMRewO7ZOYh5fQngW0y84iGZe4tl5ldTv8fsA1wEnBrZv6oLD8PuCozL+5hPYcCh5aTGwMPVrJBfbcW8NQgt7EkxGAbS14MtrHkxWAbS14My1IbS0IMtrHkxWAbS14MtlG99TJzZPfCoRWuMHoo656FNVumnbpFYebZwNmdhTZwImJaZo4bzDaWhBhsY8mLwTaWvBhsY8mLYVlqY0mIwTaWvBhsY8mLwTYGT5WX0s0G1m2YHgXMabZMRAwFVgPmtllXkiRJkvpFlYnRVGDDiFg/IpanGEzhsm7LXAYcWD7fG7gui2v7LgP2LUetWx/YELitwlglSZIk1Vhll9Jl5vyIOAL4FTAEOD8z74uIk4FpmXkZcB7ww4iYQXGmaN+y7n0R8VPgfmA+cHhmLqgq1or1x2V+i9vGkhCDbSx5MdjGkheDbSx5MSxLbSwJMdjGkheDbSx5MdjGIKls8AVJkiRJWlpU+gOvkiRJkrQ0MDGSJEmSVHsmRhWJiPMj4onyt5r6Un/diPhNRDwQEfdFxOf70MbwiLgtIu4q2/hKX2Ip2xoSEXdGxOV9rD8zIu6JiOkRMa0P9d8UERdHxB/KffLeDutvXK676/FcRBzZhziOKvflvRExJSKG96GNz5f172s3hp76U0SsERHXRMQfy7+r96GNfco4FkZEr0NpNmnj6+XrcndE/Dwi3tSHNk4p60+PiKsjYu1O6jfM+9eIyIhYqw8xnBQRf2roI7t12kZZ/k8R8WC5X/+jD3Fc1BDDzIiY3oc2xkbErV3vt4ho+gPZTepvERG3lO/ZX0bEqr3E0OPnVSd9tEUbbffRFm201Ueb1W+Y32v/ahFD2/2rVRzt9q8WcbTdv1q00Un/atZGW30smvwfi2Jgp9+XfeuiKAZ5ahZDszaOiIgZvb2mvbRxYfl63Fu+l4b1oY3zyrK7o/g/N6LTNhrmnxkRL/RxWyZHxCMN/WNsh/Vvaqg7JyJ+0YcYPhgRd5Rt/DYiNuhDGx8o27g3Ii6IYtTjlqLbMU4n/atJ/bb7Vos22u5bLdpou281a6OhvNe+1SKOtvrWEiEzfVTwAHYAtgLu7WP9twFblc9XAR4CNu2wjQBGlM+HAb8Htu1jPEcDPwYu72P9mcBai7E/LwAOKZ8vD7xpMdoaAvyZ4se9Oqm3DvAIsGI5/VPgoA7b2Ay4F1iJYvCTa4EN+9KfgP8AjiufHwd8rQ9tbELxw8jXA+P6GMdEYGj5/Gt9jGPVhuf/DEzqpH5Zvi7FYC+P9tbXmsRwEvCvHbyWPbWxU/marlBOv7nTNrrN/wbw5T7EcTWwa/l8N+D6DutPBXYsnx8MnNJLDD1+XnXSR1u00XYfbdFGW320Wf1O+leLGNruXy3aaLt/tdqWdvtXizg66V/N2mirj9Hk/xjF5+++Zfkk4LMtYmjWxpbAGNr4/9Sijd3KeQFM6WMcjZ9/36R8z3TSRjk9Dvgh8EIft2UysHcb/bPXYwvgEuCAPsTwELBJWf45YHKHbbwPmAVsVJafDHyqjW163TFOJ/2rSf22+1aLNtruWy3aaLtvNWujk77VIo62+taS8PCMUUUy80aKkfb6Wv/xzLyjfP488ADFgXknbWRmdmX3w8pHx6NtRMQoYHfg3E7r9ocovkncgWIUQzLz1cz862I0+UHg/zLz0T7UHQqsWH4DtRKd/77WJsCtmfliZs4HbgD26q1Sk/60J0XCSPn3Y522kZkPZOaDbcberI2ry20BuJXid8c6beO5hsmVadFPW7y3vgX8W6u6bbTRtiZtfBY4PTNfKZd5oq9xREQAn6D4h9hpGwl0fQO/Gi36aZP6GwM3ls+vAT7eSwzNPq/a7qPN2uikj7Zoo60+2svnblv9q58+u5u10Xb/6i2OdvpXizY66V/N2mirj7X4P/YB4OKyvLe+1WMbmXlnZs5sVq/NNq4s5yXFz4o0/fxr0cZzsOg1WZHWn389thERQ4CvU/TRPm1Lb/XarR8Rq1C8Pk3PGLVoo5O+1VMbC4BXMvOhsrzXz6/uxzjl69B2/+rpGKmTvtWijbb7Vos22u5bzdropG81a2NpYmK0FIiIMRTfPvy+D3WHRHGpxBPANZnZcRvAf1K8IRb2oW6XBK6OiNsj4tAO674deBL47/LU7LkRsfJixLIvvRxs9iQz/wScATwGPA48m5lXd9jMvcAOEbFmRKxE8Y3Qur3UaeYtmfl4GdvjwJv72E5/Ohi4qi8VI+KrETEL2B/4cod19wD+lJl39WXdDY4oLzk4P3q5NLGJjYD3l5dg3BARWy9GLO8H/pKZf+xD3SOBr5f78wzg+A7r3/v/2zvXWDuqMgw/b1sEyqW0BKSGqxdEUVMlEpFbpYiIWsRAkHAxGn6gYKUGVFIUNFFJRPvDWDSh4qUYAzYpIAQwBQJeQrFKS22pAVO1iUgwIiBSaf38sdaRcbNn9prZp5xT9vskkzMzZ9Y731r73TPzrVkzG5if58+ghUd7jledPDrMMa9Ao8ij1fJd/dUnhtb+6tHo5K+atmjlrx6NTv7q0Sj2WO95DHgUeLKS7G5mQPI5HufCJo08zOlc4PYuGpKuI41kOAz4ZgeNi4Cbx75vQ9Tly9mjiyXt3KE8pM6+lfH/HV6lGucDt0naTGrPq9pokBKInfTCsNvTGXz86r3G2Zt2/hqPa6RajVJv1Wm08VaNRitv1cVBobcmGidGk5w8HnQ5cPGgg0w/ImJbRMwh9TQcKelNLff/fuDxiFjddt89HB0RbwPeC1wo6bgWZaeRhvpcExFvBf5JGpbTGqVxwvOBGzuUnUnqAT8EeBWwm6Rz2mhExAbSUJ6fkQ5ya0i/1bXDI2kRqS7XdykfEYsi4oBc/qIW+50OLKJlMtWHa4DXAHNIie/XO2hMA2aShoRcCtyQe+q6cBYdEvjMx4GFuT0Xku+2tuBjpO/patLwp3+XFBr2eLW9NUo9Wi2ft2/trz4xtPZXH43W/mpoz2J/9dFo7a8+GsUe6z2Pke68v2izpv0Pey4s0FgC3BsR93XRiIiPks4rG4AzW2ocR0ouB130DorjMtLF89uBWcBn29YjU+StGo2FwCkRsT9wHWn4V7EGcDip83OxpFXA0zScY2uucfp9p/r6azyukQo0BnqrSaPUW/00lJ73LfZWQxzF3ppwYhKM53u5TqTxpZ2eMcrldyKNaf/0OMVzBS2eochlvkrqLdlE6nF4Flg2ZBxXtokD2A/YVFk+Fri1475PBe7sWPYMYGll+TxgyZBt8RXgE138BGwEZuf52cDGthqV9fdQ8IxRnQbwEeBXwPSuGpX/HTToe1MtD7yZ1Fu4KU9bSXf19hsihqLvbp/P5HZgbmX5UWCfDu05DfgrsH9Hb/wD/vc7dQKeGqItDgVWFcTwouNVW4/202jr0TqNUo/2lu/ir6Z6lPqrpj1b+auhLYr9VRNHW38Nao8ij+VtryAlhU/wwnNjRwF3lJSvaFxSWd5Ey2dgqxp5fgUwpatGZd3xtHiWN2tcQTo/j3n0P8AjQ8YxtzSOnrbYG/gbsEuHtriUNMx9bN2BwPoh63EScENDmX7XONeX+qum/LLK/wd6q0mj1FuD4ijxVo3G39t4qzCOYm9NxOQ7RpOU3Au4FNgQEY09Jg0a+yi/fUnSrsCJwMNtNCLisojYPyIOJvXC3BURre6SSNotjzkmD4E7iTSMojSGx4A/S3p9XjUPWN8mhgrD9ML/CXiHpOn585lH6oFphaR9898DgQ8NEc/NpIs98t+bOuoMhaSTSb0/8yPi2Y4ar6sszqeFTyPioYjYNyIOzj7dTHrY+7GWMcyuLJ5GC49WWEEam46kQ0kvCnmig86JwMMRsblDWUjj8o/P8ycArYbjVTw6Bbic9PBx0/Z1x6tij47TMa+vRqlH+5Vv66+GGIr91dAWxf4a0J5F/mrQKPZXQ3sUeazmPLYBuJs0TAoGe2voc2GdhqTzgfcAZ0VE41CqGo2Nym9ey231gabYajRWR8R+FY8+GxFNb3Orq8vsShwfpMajA9rzDNJF73Md2mIDMCN7G+DdNJxjG+ox5q2dSd/72uNXzTXO2RT6azyukeo02nirnwZwbhtv1cQxs423GupS5K1JwURnZi/XiXSx+xfgedKJdOBbUXrKH0O6dbsWeDBPp7TUeAvw26yxjgFvtyrQm0uHLJ/0jNCaPP0OWNRBYw7w61yXFcDMDhrTST1ZM4Zogy+SDizrSG9o2bmDxn2kxG4NMK+rn0g9cytJFyUrgVkdNE7L81tIPciNva41Go+Q3gI05tPaN8o1aCzPbboWuIX0wHyn7xZlPXT9Yvgh8FCO4WbynY6WGq8AluW6/AY4oa1GXv894IIhvHEMsDp77H7giJblP0V6O9TvSWP8NSCGvserNh5t0Cj2aINGkUfryrfxV0MMxf5q0Cj2V1NdSv3VEEcbf9VpFHmMmvMY6byyKn+2N9JwLG7QWJC9tZWU7F3bQWMr6c7dWN2a3vL3Ig3SIw2/yN5YR7pbsWfbOHq2GfRWurq63FWJYxn5jW9tYiDd2T25wFt1MZyWY1iTtV7dQeNrpIRqI2no5sDjaC43lxfeolbsr5ryxd5q0Cj2Vj+Ntt6qi6ONtxrqyMEwYAAAAsJJREFUUuStyTCN3Qo3xhhjjDHGmJHFQ+mMMcYYY4wxI48TI2OMMcYYY8zI48TIGGOMMcYYM/I4MTLGGGOMMcaMPE6MjDHGGGOMMSOPEyNjjDETjqRn+qy7QNJ5DWXmSnrn9o3MGGPMqDBtogMwxhhj+hERjT8sS/qdjGeAX27POCRNjYht23MfxhhjJh7fMTLGGDMpkXSlpEvy/AJJ6yWtlfRjSQcDFwALJT0o6VhJ+0haLumBPB1d0fmupHsk/UHSgso+zpG0Kmt8R9LUvP4ZSV+SdD9wlKSrKvu/+iVvDGOMMdsd3zEyxhizI/A54JCI2CJpr4h4UtK3Sb/EfjWApB8BiyPi55IOBO4A3pDLHwa8C9gD2CjpGuC1wJnA0RHxvKQlwNnAD4DdgHUR8QVJs4ClwGEREZL2eumqbYwx5qXCiZExxpgdgbXA9ZJWACtqtjkReKOkseU9Je2R52+NiC3AFkmPA68E5gFHAA/kMrsCj+fttwHL8/xTwHPAtZJuBX46brUyxhgzaXBiZIwxZkfgfcBxwHzg85IO77PNFOCoiPhXdWVOerZUVm0jnf8EfD8iLuuj9dzYc0URsVXSkaRE6sPARcAJw1XHGGPMZMPPGBljjJnUSJoCHBARdwOfAfYCdgeeJg2NG+NOUtIyVm7OAOmVwOmS9s3bz5J0UJ/97w7MiIjbgIuBQbrGGGN2QHzHyBhjzGRguqTNleVvVOanAsskzSDd5VmcnzG6BfiJpFOBTwILgG9JWks6v91LekFDXyJivaTLgTtz8vU8cCHwx55N9wBukrRL3v/CYSpqjDFmcqKImOgYjDHGGGOMMWZC8VA6Y4wxxhhjzMjjxMgYY4wxxhgz8jgxMsYYY4wxxow8ToyMMcYYY4wxI48TI2OMMcYYY8zI48TIGGOMMcYYM/I4MTLGGGOMMcaMPP8FNP3yUH9vxZEAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x504 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def v_repetition_degree_per_flow(filename):\n",
    "    with open(filename, 'r') as file:\n",
    "        res = json.load(file)\n",
    "        fig, ax = plt.subplots(figsize=(10,5))\n",
    "        repetition_degree_per_flow_list = []\n",
    "        for (flow_id, pairs) in res.items():\n",
    "            dest_id_list = []\n",
    "            no_of_repetition_edges_list = []\n",
    "            for pair in pairs:\n",
    "                dest_id_list.append(pair[1])\n",
    "                no_of_repetition_edges_list.append(pair[4])  # no_of_repetition_edges / no_of_e2e_routes\n",
    "            no_of_dest = len(dest_id_list)\n",
    "            repetition_degree_per_flow = np.sum(no_of_repetition_edges_list) / no_of_dest\n",
    "            repetition_degree_per_flow_list.append(repetition_degree_per_flow)\n",
    "        labels = ['{}'.format(flow_id) for flow_id in res.keys()]\n",
    "        ax.bar(np.arange(len(res)), repetition_degree_per_flow_list, width=BAR_WIDTH, tick_label=labels, label='repetition degree')\n",
    "        ax.legend()\n",
    "        ax.set_title('{}'.format(filename))\n",
    "        ax.set_xlabel('Listeners')\n",
    "        ax.set_ylabel('Repetition degree')\n",
    "\n",
    "\n",
    "filenames = os.listdir(DIR_NAME)\n",
    "for filename in filenames:\n",
    "    if os.path.splitext(filename)[1] == '.json':\n",
    "        v_repetition_degree_per_flow(os.path.join(DIR_NAME, filename))\n",
    "        "
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